{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分析远程图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from azure.cognitiveservices.vision.computervision import ComputerVisionClient\n",
    "from azure.cognitiveservices.vision.computervision.models import OperationStatusCodes\n",
    "from azure.cognitiveservices.vision.computervision.models import VisualFeatureTypes\n",
    "from msrest.authentication import CognitiveServicesCredentials\n",
    "\n",
    "from array import array\n",
    "import os\n",
    "from PIL import Image\n",
    "import sys\n",
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add your Computer Vision subscription key to your environment variables.\n",
    "if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "    subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "else:\n",
    "    print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "    sys.exit()\n",
    "# Add your Computer Vision endpoint to your environment variables.\n",
    "if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "    endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "else:\n",
    "    print(\"\\nSet the COMPUTER_VISION_ENDPOINT environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "    sys.exit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "computervision_client = ComputerVisionClient(endpoint, CognitiveServicesCredentials(subscription_key))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "remote_image_url = \"https://vicky-newmedia.gitee.io/api_photo/vision_image/mountain.jpg\"#分析图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"categories\": [{\"name\": \"outdoor_waterside\", \"score\": 0.859375, \"detail\": {\"landmarks\": [{\"name\": \"Li River\", \"confidence\": 0.9439755082130432}]}}], \"color\": {\"dominantColorForeground\": \"Black\", \"dominantColorBackground\": \"Grey\", \"dominantColors\": [\"Grey\"], \"accentColor\": \"364E95\", \"isBwImg\": false, \"isBWImg\": false}, \"description\": {\"tags\": [\"water\", \"mountain\", \"outdoor\", \"boat\", \"sky\", \"nature\", \"lake\", \"floating\", \"surrounded\", \"island\", \"shore\", \"promontory\", \"traveling\", \"day\", \"distance\"], \"captions\": [{\"text\": \"a boat on the water with Li River in the background\", \"confidence\": 0.3406910300254822}]}, \"requestId\": \"bf4d8127-752f-4569-9ae0-939b3ab0065f\", \"metadata\": {\"height\": 285, \"width\": 474, \"format\": \"Jpeg\"}}\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAADoCAYAAADheS9sAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9+7MsyXEe9mVWd8+cc+/yAXIJCAAlhinSFEHQIk3CDocjaOsHkSHZsiIcQUdI+g9s/y92KEIM22QELQvgCxRpPgwSovgE8VgASwgESBBYLHYXBEHsLgHc5zkz3ZXpHzKzqrqn5zz23rMCELduzJ05M93V1dVVX2Z+mZVFqoon5Ul5Up6UJ+Ubt/B/7AY8KU/Kk/KkPCk3W54A/ZPypDwpT8o3eHkC9E/Kk/KkPCnf4OUJ0D8pT8qT8qR8g5cnQP+kPClPypPyDV66m6r4F3/vZRURqCoIAMUPoiBRRLSPqkKgWIv9IaKD71QVIlJ+i2scK6Ljar1rdQMZKC1ha7Um1OrjOwKnjNQJAGrqY4z77G2q12ImdP3VZWrOE1Sl3O9F98fM6LoOKSWICETsvJSSX9uuKyIQFQgBRFyOJUoACCIKFUU8KSKCHGkyEc3aparoMqEnu2ZWgaiCmCEMiNrzVVj1jAT2yokAkIII5Z4Bfye/b+3Ldcm/IwJSYj/f64G1KZ6tPREGEQOigN8jM1u/JUZK/vxgbSAoSBXMBCbrNybvTz+PmMBsfU+k3m6dtblHAqOOs+X74in6S6wNLAAEnABm9XvMULVxxTSsPpO1upkGu/+4Pz9EVf1RlycDVUDEPlsf2bhIaX0grA3LqH/5DiiIAWYCEcBcnz0zARCoZmTJIPQ+Ln38S1xvcX9av1ONudLc32GLkfrJ+2LeX0Tk84gAKESAnAEsrwlre3s9VZS+FbFzKwYQoLzSLkXO2a/NPoasDW9+enWQPFK5MaCfpqmCsCqYyMeU2lxogEIc7JdlfVJgNpkD+I+VNRFyDDiJmglr39jxQoff5QxFBspkJgdQ9TYFINlv03S8jcsiMs1AtL3fY/cSfZ1zNpB2YTjrJxUIE3gG9Abu1m67/ThvyuttbuuM65MwmABiwiT2NBnAlAUChcRxTMgQJDGhECBv9UbfL4AeAgJ5P6gLGrHJQTFpgQD6tp3J4T7GHBQQFSRhn4B2cY56VMEEKMiHax2Z5GONE0GVCsCr5ngaRaMhbzNZQ0qfheCd9acDfdwDqQE9KMY6ADIghAKC6aCOEF7LksXaGP0WgG9t1drX/jxztuOZE5htnOTMWA4/6+ZV9ax5Ho2g4wwScuUjgJ7AqdZV501VuFRijJP/RvWl9X6WQHpMARTsD4Ru9F3OGSJWZ84ClRDAizukCvQVe9SBvl5bxK+xAvTtudHP0W5gs9Kvj1ZuDOhzzlX7hj02spEL1sUNH9HoL9Jk1zps5agGLK5Sby4D1CZAjKAYXFXjVZ0DfUwikblmAZiUX7/DdWEWfbe8z5TS0XuJfgihsHaPCjWAIm2APjQKFI0+6hAcB/qlRk/iACJkAiU0ertqqYmUvCe5gJgWjb4BITTvKlCQa8+tQFAQt+A1VwKoWCdSrhsCQ6BADovMMMN+D+uD7KXiiq+COgM8a3tMXq2vGCJQ5LBkaa7Vr8lr68cA5BhhAmQFc2sphEa/AmDHgE3GRnijXoPbttd2RD32Yn9fHwfHFab2fh1Mkxbr1sZYAKYJ++gDE+B2bcw09Go1z+fkejuOafSBFVU5izZz0bBD4BHSrH/a+4u+avt9/r1jQZlT8zallMr1vq6BfrUQwMQOChVQjg2ktXJMwz32YNcm1nHteFlPDCiu1FN58BdYEaUOWm1r245jv63Xd/Ex7YBbgj25bbkmcKrWFRPQ2yX54Nj5eRWcRQWTwsA956oFc4HX2XkVhFHA2u+kvpdTDJAqODjYz6iHFWqkuQ5IQTA6pgoCr6Oc44ILAijPNerFdYrq4oISNG8/KZVRE/3ZUmmzombVFh3DFZQKmHAw5EYzX6lmZZyERREXiroaqVTb7O0LpSIsw+uUNZAPJcjaOGuZ0XoiDQY4KEqlLuM75tKj9XyZC6KLKTICqPN+aNvH5RpRZ1xjrZ61a7QKVksxtQKlCq25YL6Mnn0c5caA/kDjC+qmVY69HNNA18qyk5c0zuLgVaA/Xnh9spQ65kKgAo/W4yjup23v4oYvawXzrO/a98O21XtvfRdrfWKt0DLiNLiaI+WqFlX5zr5wysN04vKzBjDXxgR107Zu9l44+rjX5lk4IBaroLzP+7vUTgoido3SNVYAs2dOBv7MbPy/t4EJSM43MJO/uAipagXWe2ElN/orlTFrf1sISGg1bjvQ/Afhh2isqGthQh2bdXwCVVFprKMGlIjQaN9rGvORe4HWNuNwbpILLPtMgJLTM94V5GBerLeqfMxkfzNWWgUnyirQkykiS6CPe5wD7nFroRXWrcJalUKF2CSYCSKj+6zt5v+o9xKf1/SAx1FuDOiX5n0BISWENTqTaNcYvcce6OHDNSBb0/7XQSxMy+X1oq62jnULgHwmVc3TBmN1vMzbu8rZNoPwMgHYDtBlXy95QFXTvFvhFMfH/VQzPyb4ej+VZ1caQsXPIq4pu+u6XktCE1coV5CG0wgVCEMLr/1a+65q8nMnqLcLVO4hhA7IJhwn9ft3IaLG+wawmoa/AHI14CEmEAdghkOR/LqVdom2kRSGvpxjz0sOnq05KNWvGdaBXT8coQrvOxAkX83Ka/uu9lE7VqLvfIwEECq8DY1wPlCiVr7zZ0RcT4u5o06FqlIzPgnMCSZsZxIc0Z8tyOdcrao1IK/9yTOlJ35rfQdFg/f7kGYOleNWKLKoa0mVzbsi6MnaJ6bn1PaYP8DnkPv1iNt+eLzlxoC+6zqM41hBS8T4KqKq2DeD/zplOciPUSCqCtE80/ovokpswh0eV51t7TUjmqUdHDZ46wA9FGLtsVehba5yTJSUUhms0zTNzhUJtlwL2LSAnrMcAD3xugDWBgDKtGR3/AUX7vUykTni/WByrWw2SYLfb65Q1LfmOqrqFVSAtD5CASZyrcrkrYK9vQSPKko2yZmpVGWgbbRiiknOGjqd1TjTUAWBZuUZq3g0jjnkmdFo9PN7Y6YFqCiI1aNsrO9bfwsA5MkcquyRRq0VfKlFHPJoBp7Rq1L7mEKjjKPDh1OBTOuHRhDXwolXonQUwNy/VCmOggYwCguA5gZko67Q3uvlyzhZ0ernc7Ltp/rMomlRl7Up6m3b3nQlEXLOM8WtPC9pLQWjo4oSJXPFsFgzxQKGjb0binh/fTn6o6WVf6/D1S4F2eWDbl9RGEBqNLybkcSPUpaTv1UW6m+t47giqw36vDqZVwslwDlUItNmQ+k7qMKFHxE5CLfgc+EdoT6DtXc6MoxMkwepcecEaLE3PLLCVGZrT1A0AETIInJY7f5ckw9ADi0bzThgi5SctavIusaKY45QT4BYXKOPOloflhaQanWiK425AExa9lVI9WWfrltwc+UFpY0HR9KxuVz02/m7uvemym9zYhahasLb+j1CLqugFFFM0x5AjZ5p+2wJ9McGdLFoEQJo/T5aJ2zUGe2IKCARLRp7jWYL2mZuzUWbIlz3psrXBNDPzPVLyuNyWlwNmJcTov2OivbrNTpwfQ2XBera4A6TOgZko/2g/n15aYQd0RxXyhH2HcHmhPH4ManLEWsNPwJUsOdCi+9WS8tJEyyEL0I8Ubh29ljvaom4Rm8qvwFcCkCJfspQDf4e9hnujCU32f2dmMAeuw+F1xXdFsfBgZ7QxrVXgJlbYxfPiWa8rvRp9HsA9xp4V+sD5b20d1Fole5YaUOAnvdDazEExQgQmBKCr69WqvtPQFAH1aVfq1W+ZnTp6hhr2zy3go+VpTUVcydAPmepTt0DWqr9XJ+lsQTf0Br9618udm4upPkyvhtaPocUnvP1/3G1+2P3ps5BH+UWVQ//vrLo0gLcAKAxydw0Da09lN2ipTYafUtVrNVf3y/TQA/PiwVQpkXP6RoiW1uQyjGusft5BNfCU42ciYU/5NaBai7cvoggJasTwAxwiKjy7hqhjkb9iJpWWCwimjv9LNZbDoCspYEu6wery8aB9UFduBax88vShh1eShNdWNr54UBdKBz4ehUqFCIQgF/PsYV9oS0LFFL6PaVUNPp6rwuN/kgftRp927bLxtfMz1hAPjf3UO+1YotRO9Gmq/rjHqV8TQC9ucGudpOPNtCsHNOCVk2nIJVL+w6lfJiYN/icHnupAxTlfYbxcGfnFWWWqEA9pJDcxi/Kdlg/K224XKM/0qnHrXAsBTURwJTAJEXrJgYSGMym1Se2BV/smi05daONMxbUal9hBYTJXrViAEiUihCxNqyDT3Xs5YYOMKdsSg50SmUNhflT5n1y7flAdVVxUE32nmbCJUrLR7dgf7GydL3SrnAlMGKdhfHcAdTJ+wtQiSgz803F6vAlR3/YnssUifp7XP+wrbpC3QC6WBHLiZ1qi+gpt0aoFSQ3C/BRbg7oZQLDVvhpBqBaAH0WZwoGKK+bfDOA9Wov0DIPHiGhaFXAXLNa79wqwSuFTaiOpKWJVxdCzHnuRuN0dVU4lxbO2rniZU/XeO7ew361sKm50Saa9pJCKc9bSTZAy+f4RVEpmLa5jeVS+9NaUsU1m1MNdX1oiWQAQQkQjJWmgAt7AaRx5iYmQBmZxqLlhiOZg9ts7pJgi8EslUACl/YrEsyhmkhB8LQGYJAIUmKwWku71HRIUQAVWQWbrofFt4czuy4CUk1NfyQIcbVqCGB/OqbNR7SQPzkVWORLRHLU9SVx/TaipKU54jkcB4ugOWJ1LNxCNf8LO5VkFsp8BWxdlRrXKIOk9GvlteM4rIJjZSS0vGx0MLKYBhzUVZKMlBUZBEHCpIwxCzj1fqoikWDoCEgKSRMknMAEW7UuE7quB6liHPfYDD06ThhFoCKgZMJUsmDK2fqoKDsKBbvyIgWYQzAGyAc3b8IoKJq5v049xFCpRntR4EY8Q6emEhPyDZEBNwf0ahN/FksdP5VPbQcujln14l2PFFnC6uWaxtpkuUh1pIN7q4c2qvKMR15e5fCahjFXu1NfLD+7/mGoWmsuOn2DmMTUUDptaxTrEQBz2qc4k9pu0kLWxLycC1koxAUOgxwQa9qIRAwmgnqIobrTEkBdRh+0iPdVPOtYSEVQO0bLL0hEYBIAE8LBlwB0xbHqwgVoNPZq0hPP0wjUz0u6oKyr9muHkiNuJQRP4DSM+wXQxJfXuqNjK6UQy/WvVpqcQgBKyomYcwS7Lw9xLcC2UGCqI9HHTKOEVdrjgiIraRQQzz1GsMVIIegZTRAmgDoLpOJkkVNqYK2kAAmUPZcTRcyV+xNkAqliO3ToEuN89xDc9QAUeZxs9SsxLA+DlLFShVfUFn0QAQaxatf6Sx3ko4+8++B/AWQiXWdrRrgqV/5o3Vt2SUe+tnKjcfStJLycQ7xuvfNy3RV8X8ulnURXKqU/KsCu1Fpm41z7i3NWW3ItOqo+lxoSV55LMfnnl6sCp32GCqQEinw9XXVeKiKEcnELQJlgphg6/DtSz88wWikxo0tUTP6gAVogDI36Ws/jghK5ZCgUAK/e/ABzpeSxmfQH1jI5reT+CoS1FOCuiNA/aRYz1e9dhEutryAWHYYIuq6/OpbsmhUrVM2qEyFMnjqEEtAldr5ezBKgbMqkKJISkAVZFB0TwDUCJ5E5cfce6i3qqUSIkWVEVvXsZaH8RFtdaweVOPewXCo9BF/otH5vQLVSbBFVERlFqM/74uZWyN44R190gMcA8qXOxyQwluVGqbJr1X0NgC1ANL8fXR1M4pqIH3PJNa4jcGb9uZQ1AQwAiGJVqi4OdQvAkdqSiXE5f2ZuxGRrFSQ/zsLbm5wxDqLG06N8bxq7AbuBu6+I7VJpY2i/NSLi0YtCD3BXCwi0gFvz8DxaaW0LoCT1ae0NB9uSwdSFYwkNhI+FAPmj48dAfhXQ16zDuE81pwm5U3sCkNWoG4ItfSBV5GnnFJygY62au9rvVJ6vCY79OGHYdNjcGjBNE1JK2O0mo29UQV1CUnOeTznmRh2HolURaUGYmZo+uOQBrfzcBi2s/XYT5eY1emrN38dTXg/nxeMu15qv17g9XfkERB+FOeqCwOxO2OSuZre1b3VEXrnhs2fSfC7cbblmLNuSQuMEhwwEnaBl3BC5WQ5vvqhRPVRj9f3wCuwtmCPuL97VaR1zvBLVRUIFKJw2qcJpnV58LcWsjFhBHRqfa/lBQBF8xW7b8kcth4NKBciwRW0WNdIK9wrqx0C+dUheGjmyYjhaHfYDh1UAQlZCJnYFkSFiix5ZJzADXSJ0VEkVFQ9TTfYwFYp+YCR0uHPvDj7+oU/guc8+h29/+tvxY//Vf43T01tgZpyf75DzCEKy/o654n0xiacyOOi30PatxGNaGx9tf8ycw4rHiomXldct6ua6YP9YTVcvxz3x8fv8mMdZ1ldTX35/awNlWUcJYNT593V2+XlNjvtZ3TqPetKK/kcf2szhdOCEKbBcmlIWSEVTWwGA+T0uX5YB0I9S5/1FPRkaZmBvE05tkVMLns4IE9A4aQXBC4eJXRpMoeEpLJlYMBPz+15GotT7WO22At4WU98KEi5cfyuEC/Bq7c/rz4vl8yFPoQvLNkrqq4TnYrFmYp0D0/z6lXIxR+WR8cLVX9K2q863SIWgxXgjDkd3huQJXVLbQ4C17BVAoiAkC41NjAzFOI04u/cQ73v/B/DHH/ogXvrLv8SrX34VJyen+PxLX8A73vGjeNv3vw1gRp4yumalMhDTRCHZEpxW4e+CZ2FtFcBfy5QrpixpPPeG9jnooyO09OMoN5rUTCS81qkxe9pFAd4DnmhoWZZhaBeVtURgx9p1lc68yjEXNWkuUBQ5H+YQfzxFm1fDYaweqa6NrAm5uYZvn6+SobOWlqMv8NpSLqUVAltkhJlmDnVgdieYOPAR2/WYGcnjpBP5Zz830iwQSwF7M+fteaeUwKQFEJh8jwSyVbNRL5GlzahxzgAgEKkrM+f9pbPQx3k/rJU1OsaFnWqZN8H9FsqoWdhWcqRcAfCXEcNFhheuHdUUmj2oeA4EydKc2zpi51p8OPcPna44Ou4sdt++z9kcpCBC3/fmM2GLRqFNwjieoe8I+3HE9tYpzndnSH2PDoRxGvHcXzyPj3/yE/jYJ/4UX777VXz13j3cf/gA3HfQfoO/uX8fv/nbv4VPfOrP8b/+L/8z/vZb34zdNIE3PQQWRtpxwjh5oEDqIdOIYeihqtjtdrh9+3YTQtn217L/ajcyM7hLANFi0Zsf0mDF1x3Q18RCXDizkkAKQNFAy5/r4LOmMa1r49dbzLHeofNBelGnH7vMsbZdRTOenXP0ypcffaBwlWOuXuvVF0q11w0tXVef56zERh+Npk1UQbtdkFQmQm2cc+48B3kHbmNFYtGT/YvFUBYvb3neieeTi8pGHNr8fbX7XovfvmopuXiAgrzU3uwVEl1d+5oV4Sva02KM6OHxYfXaNY85FNcauB4lpG5JBNgzm5XFHFlD4Rq8YugHnO9HnD51inv3H+D09gb7veKFF5/He//d7+ADz3wIX717D7s8IUNNUUiMvu8snHLo8fBsh79+5RX8zM/+a/zEP/wJ/Bc/+g7c+epddMTYDlvkydYzdF2H/f4c25NtiXD61m/9ZpydnfluY35brqiIhnA+1uFoBvDlyQwfd7lRoOdICVo0+Bmr5XxOazLPy2u56QsphWuc+9jLEQ14nYy5VsVNhWHzrvFk17y3oohfvw+DYjl+TE3eZbq7c+2uECTyrf54TmWQc7lxTtHCy7mwMDzScmSMvY59wVQCEotthAH4pieVujGKqQJe5eYv7r92rKkuk7RdXlQbmsmvd3O+qGXjfKWu5EoDAgjJs+Tmzcl/QdtWgX5t4RFQ49RTGReJCMm3GEys6HyxRFZgGDqkoUc62eLPPvsi3vNb78Gff/JjuHv3Hh7uzoGekTYbsyAsbhV7EQNrBYauwytf+Qpe+fJHcOfeA2xPTvH3f/D78fDeHlMW7Hd7dKkHU8J2wxCZfMUtYbc/w7Dpmmyv4bAOR/AKeJcuqZZtrAE5OJaO7FfwGMqNcvRhChPWtPFWoy+z6aBcxIMur3Wd49dK603/+iqNAG2yO84H0/U0+nm91zhDq3Z6DCAJxtkugZ6J/UUzmqacFxMFmP1enLJElnWSvVZl2zPWtXsmBrOvjnWOXIsvYE0Q+z3QxdEvy9Wi11YYGvlc/Bg3XGYafVAwCOuzaVihaiI1QTuX1yJp1hqvqxq9sZo+LgklmVyCogOQSGyBGxlmW2qJDpQUn33pJfxvP/V/4LPPP4e+n6BESIPRLvv9HlO2ZxureVLXYegHCNtiqe3mBC+8+ALe81u/jb/6wheR9xN+9Id/BE9/29MY9yOmKUN0j5RsT2Z43+QcGXlrvv7YoW1Noy9ALzpPxGlnLvrj61Cjn4ckLeNDqb5doNEDuDZYv1aQjwYVB8tjnm187AGuaj/XqTkAfHFSWZq/BvpXrPk19EFo9GUONw7R5qCawbHh2Jki9tmW4wfgt/t7Qc1xWMIiUSeMAT1XjZ6S6/S2GUTR0q2ics5cwVpo45eAfG1W5alfm7N0fs7jC0ZY5fH8M7UkPerGGHEeoYK9zkD+WDlKiXKzd0DbBiJP72t9QOSrmDWDFWCNaBiLpT+XjC98/mX821/7TXzyLz6Dp9/4Bty590XkSdGnAZkEEwQ09CCwZ5W0FNpn+52NBU6YcsZ+t8MHn/kQ/uD3/wAnmxO8+sqr+Mc//o/xhm/9Vggybp8+hbPzB7j/4C42mw02my0IwBQpIVxAhW9iXakxfBOX5jXAYJ0e/boMr6ylNYVb8AHqRtCHnXQs4uQ6PHwoDN7fzZUPJ0DVQGPSrh17rFx0jK5bLEdO0fY9WBg6dorrs1oHWoBs8KWlzxWw6Ab7e9kDc6eaYp6Hfw4SJkxjBaulpoiuY6p1s+v31fEU0TCePgChyVu8tCeJRGJznBIUiVKBnXix8/uMsBpD+2ZE6mBLdcCgWD9MsCRrCsDPifQLUK3ROFrvkxof4sEjLM/EwTAOIrLraTyd2tOFi47rUAAs28rOMgYJEe1Sy9XWV6wqVfVysznQ6gKCSDG3ckZR/qkA23pb5oIy7qfj2FCFynVNKRBbocoEQoYnqwSpYpIMSglCgi51+KtXXsW7f/XX8Cef/BRe+uKXcLrd4OWXX4F2lkpi3I2YxmwKQFaITiBKSGyBmDlnnI17kCqGrgcn2xeZO8Zu3OG9v/NevOXNb8aP/Oc/gpdefBFfevWLeP8H/xhEhDe/5S3ouoS3ve1t+Hvf931QyTjdbDGk3pKYgSFgTNOEzWYDVSmx++FoNwyKzWWalbjRr3TRBqWPVm4M6GMTDMAeqElWxQFXVybRfBYdA/llJM6F0R9qyazE85hYZE5sRR5tq6+1ax51LjV1XC54tOQ9mTf02OGLieqpa9p5X4BUGSnXpfNt38TmFSn5fQhDZWvtgfrm3wIh33UKGbFrk/XS2FysQKybqsFLJkAVuWTccVHioGquNdPqzTGfPfGZCYlEjI4TUoKnsnLAd+A36rwKMAN0j4OPugBPUkYwrteiYCx8UVETRRjAZJDvta3oKMCYQCJN9Nbhw+GYLRQ0R2mQ9WhsvUcE6NgIpmpxpPjcPMistrfBjDWB5cJvBkUdEReYGMuxWAW9/x2SjKJn6nqBSIWxVmcoC2WeCACJKKSIyvE+RowNdYoO2KA3IUKAMqC+y1hW27x82PQIjV7GEf1mwL37D7HpboG6hBdffhW//Bu/jvf8zntxfrZH1/W4f+cuus2AvfQW/DEJJIc158oOMiYZa79IRkqMUUZAFBPbAjlKhJfvvIzfff/v4i9e+BQ+8uGP4KvnZ/jy3TvYbDbAJz+O8/OH+M5n3oo3fcd3gPKE7/7Ov4Pvestb8YZv+ma88U1vwZve+l3AkPBgf4YuJXBHAKtzOuJKjTmWueuhUGS1tQSikSDjZgrdlKnwK3/wJZ2maZEASI4O0jWgP9a2K5vJCtOU/Lot0HOJYa7m+7FMdWvXWIZyXhbSeZ0UDaXO+LuxsJdATyJgObR42msGTSIZgG4LjMe7QPyzCQZFdkCQ5mJLoIdr9CbQMwHK1IBxZLKMhUkG6hYuSeCkMy4+sZvpsJ12UtnOj0AIEIgc74IuaB3yTRv8txztSgZMIhk5TxZ5EUqFz6eOgd7z17Qv4AiYtgl9QvsKU4LQJDEjdJqLgAtrkomQOC1TH0FBkJXrvZaNuZfjtU3buxxDQAC9t+OKtIwpDUDKw8K3EeNHSiroruvMsV72gvU2kLoCkwEohqGHiCBPIxIRvvKVr+AN3/EGnGfFp59/Hv/3O9+F9z/zIRB3IGJM+8nCPomwT6FM1hTOLXXczoWOtPp+VMEwa5IEOD05geSMs4dnGPd76DBg+9Rt7PZ7jOOIYdNjd3aO26dbjOc7dKrgrPjmW7fxtre9Hf/wH/13+OEf/iHj48UtXg76MZ6DaQd9f4IsGeOYMU4ZUxZLAMgJ7/iek+OS/DWW14W6aXnz6zgbjoYqfg2UpS+gnQSPXq5YB83pmRjsawLVJqACNKLyWQ722gB9+a7e50HrnLapn31XJarHB68eG3gYyBkwR3rfcJAmYiSEaRtJtyrwpnCuUuBqso09ImQyhXUAQNQnUJsJ0imTYr1V7ZTo8B6XOc2XT0T9P1qA5uwMcu0eVaNXX6gUMSs11c1rCWa9eplFBC3fm0ZfNjdnfgNViEz+Pcq7bd1p4yclV6yUZo7I8hwBMPeQPEJ2k2nWWTElwre96U147oUX8Tu///v44w8/gz//9KehxJjGEQzGMAxgFuz2e0iZB/U+A/TjWXZdZ+2XDCGCilErpBaRtd1ucf98Z3PDhRP3G9y999AE1WaL8/0Oyow7D86w4Q5dShjHHV75ylfxgQ9/GJ956fP45//in+G/+bEfA7jD0G+Kb8OszLrlYN5bOOaYFXkCJlfW2rUaj7O8DlE3Vcs5FpHwWgFERscAACAASURBVJytXwvl0Ry/F1V8SV2zLjyklo5bGwrFhGqwO+D7KtAasVPshYNLzwS21r8TU+Fdg65weG40d6pRNT7h6/Z5ADQct16/v0yoOGDHePJ+KuPLNxEZmDHljFH2UCi6LqHrYlFODaM0kKmc+dp9rvc9FZ6blt3UMD46/7McIBJ01qzSKwP9ZVFnFx5PlRXU5kVNn64F/FpfV0XGFyo3CkX0azD8leoxAPa8RVSj8AgEVgWLAtnIwmEYwN0GD1Tx3Et/hf/9p/5P/IdPfAJfvn8X/WaDrMAoiu0w4Gw/Ydzt0PUdYm/W6Id24+7WKlI16zWxE2g+9gSAMLCXCdM0Iftrc4shyjjfjaApgxgYxwm3thsoMTIBPGwwEUNSwot//QX81E//X/jM85/DP/nv/we8+W+9BTIBiTtAbeNvFedhmaAMsO9vDHX65oag7cZz3SzDHq9z/lr5WgH5KDcG9lec+m38dftd+x6fbSORWKGrDdjDQxK1UTPXeeoo4ehu/TAFm+G0jc19p21co/comsLjl38AUOtoS4S0AVUDJQ6+uzpfDVg8izkTiDrb6aksvqoRNNQIm7U+PXbP5TMaIA9uneY9puXIOKHNiljPDQvmUcpFSlSdgyhWoDnPrQOK8F6F+bnCJkSeeRNIzY5bsfgMCzFmG5yQ5WUPTV7Nic6exqJPHcZpggqwH/d430efxU+/81147vnnMUGQhhPc3+0BAoZ+g70I9vu97XPhO4a12jtwSHtRffB2zyGgPLrr7oMHICJMeUIWQb8ZcL4b0W9O0XNC1gxODOSMs/2IPiWMquiJsdlskD2n/P3dOX79t/4/nD71Tfhn/9M/R9cPlkrBF1vHeg9O8TwM6EkU5Lntb6LcGNAvJWk4udYGYyuB4/goa8evWQft9aqWR9CVBXk2r+Z7dbam3zHn72XtWGoT7XFr1M5xrbG+RfSp+j1q87vNW8+01/hCllRZcJQiAlAui5UYihypYINLjjAMMhCtDZkHAYfDsvL/FjGRyBa+JPZdkcTDIZnQsW2jx/BolkBIVZ+wvADlWFRVUwRY6hA1PpMIyfgae37uO4CqAUw0XQScLP6HQAWUYtvAK0dxKVZIlib8csbjUKNBU/mNQpu0TnRKzcDvOmVtjrQ7Qa2NWxXzxlC7KCcAH6E0zOs0fkqLJRMWG0DgFFsPerxOsbDiXFccCBDkEiZpPnIyRy2AcRoxbAYIgI8++3H87L95F/7sM88hQ7HPtqmIgDBNE6Z8Dqj5cbqeLaDAV9y3c69QiKFcuBDYjSNAzbhVRRbBFI54G7xQZgzdFpwS8mgcOhNZPnuZzBqA4YimhCmP2MsEGXc43Z7ge//e90EIONvtkNAjVTc8LM2GdZEIME3mp2Bm9P3XGXUTnd5ql9R0cFuuBH6LchU+8VjRAo51oscKvbUJdFFdy9/WhMbaxLvYidsIyabNIjILhzPqk0r2wdk9LvwGhaPHBA9KLKAYgFQ10MvulxpQ8GMlF86dYBEzXWhyiBTBBgYM27hhpsmqOclSl1BNf/9dfBVr0EqFLuCyDV4cSlzrbDX4OK4VIlwucQVtOoC6oT7C5IZvSDGjcJibY/wrGDA0XyMyVz6ucpHlvEwed5Wr2n1VkGcAYIYgMoC6rC65bEKpaWgyAjKJ7dOmESdlbd3t9rj11AYPzid8+d5d/Kuf+Rl88rnPYQJjUgWlFJqZt1n8uZm/A2R0WCiS4oAdewzE2A8h2HnolIhhVOzxGimJibuyItuOZ9Bmgw0N6DY9Jplw7+4dTHm0BV4EUB7RDR1O+lvY7/YAM1566SW88dvfhLe86a22HoBgEV7Oju7yZNeNQBEidGxzYEnsPY7yOi2YsnIZYK5p1Fct607RIwNebGs4M/nieDnY+OG1lGMROlcHeTRL0StVIYTqJA0FUQHougawBHlgbhnYpKGiUEPRhIBSASkqiKRNDfW49nqH5r+DPAoENOkO4m8PnPfoGw7uJjRi6xBUH4L9xGzaPKc4B2XCmPOraT90kTvHf1vtuePlGCc/q8e/C2qkkcuWajksrvglNOZHLMv5sz6fHICbNs2K6vw4Im/inF5jYtuVyq2jYBsKfVIs5SrHY7P1ZMsZfM0Coet77EVB24Q//Pcfwp+9+DwmopCfMQu8r+ouKGUMKZAbYrumXsHMko150FEHgCzqx63D5FEx4u0voeF5AkmypGYETNMOu90OsUEmfD4qMaZsee5v3bqNaZzw87/w8+go4bv/6XcBEwEi6JNFXI2jABgx7s4AWFqH6OGhG3ATsHzzG4+s0CzHjll+vu51DsoRsK9ZHNvr2bGX0UKXlTUBF99f9L5sH1DxVenqlk6UpWUR30V/qHlOywCr06fdY1dQu4Gb93CQGlQDsJDJovmV1pcFSWViuhWSQjB4+Jl66gJqDgzayvCmWgucbAFO3TTEW0YE1hZoqLSFHBVa8LF+WO/XCwV9ZTvmgNkAv2rVmLkc5GGUSlWguUX1OJbKLCnH1iLVsKBAF8+xRqjHOeTtjFOi7Q3N3zRCF5WtS0VVd8Qn4Cv37+OPPvIMfubn34n7MoF4gEweveNaPDSDXOAzKVhrBq26rmOFqlze3mQqdawvDKsDgIf5dmC3Bm5tTbsXuKN2vwNkKus72PcPBmz1bvIUHqfbLe585Sv45J/+Kf7JT/w4bm1vQfbZlyoSMvbQfAZgh5QStkOHxMDQMW7d6i99zq+l3GhSs+jw61Agh1r51csauK0WDUCef51zXm3rdeOZj1kyayC/2tYAJ2AOdqEA+iHHkhq2E3neDgZzV5aFAwxOyfsD0Eb3VgI4TShXi71XKUxLA/sC9OSx07E+wWwH1wYjX4lRNx2APtlG2zPN3W7b9LfYnAPwNkbUDTzhGSF1yTfbBgDjUG0l/dypW95DgDqYHbP6LhynmBs45cgAf78RbRR1CSxHXThXrkztzT+esgT4+l3jT1grWkN1W1/PciwF3x2+nqYCxM5YdWerMBddeEi1JCcl7LPgYd7jZ3/u5/DCX/8VpEtIhU7JULV8+Vks/JKhFq0DlP2Gg5+n5nPOeYYlQRsP6HxHqQxRrWMtJfRd734DspQHIIy7c0yakUWgeUSXGHvJdZz63NhPEyht0Kdk/ipV/M0rX8J+d4ZvvX3baGKdwAQMnWJPFmW03Wxw62SDPtm2lpv+unbm1cqNA/1VypoWXc694iRY58AP4lGOnh9CKepq368D9GsgEQ63tgXavJZlLYGd0RWovK9/R7IuEJdgX3hpTjYZCbB0sLYhhEhEIhiIK+ApYw+BPmKCQ6M3jc+iXSjAFjMcRzjxSE37N4C2UMPYNLm0Fyh0EggFzAmR0ZAL4EeG1PmWbnONtL43PR99diHyLYo2zyswzN9bQew3M2+NwrRTVQihuuZcy34cYL/U6Jda7lKmWNNb08S+qSCP0n/xCv69FZBVqEZahOp3KL4vd/qLsi0W9ZXU3SbhuU98Dg9258hQnI07DFMCZ1ttbVaQQCWDkysNFWJB1EE9JXp0u4hTK1QFWxlb2TYWLwv5nDbshh6b7Ra7cY/9fkRihnQJkidPQZwx7XfgLqFLXFdww3w9HSdMWXH37j0D7a7D7vwceRrRdzbnNE9gEIahQ98/Ze+dhR2TEjq2Om+i3BxHn2ynemUzaRADBU2eD1TZPwdAG0j5GIfdfG5BuXWuFG2tHJwPzraxUcNySLTQJLN2kQ2rOZZYOFTyyIPWeokJUfhBKBBOpXLXUbGbkl6n3X+HWHFY+sVNzbYNCiB3OkubtwTZEsYlsQoWoOSUi2u/jITEnWvnqWjtmQmKw2cwp7tswtp6JLI+iT0IVC022s+xzUIsl/eOz0voZUvtlARmuYkAUY94SAkJkeGSQQIfIwSihAmErgBBeUxAqX32+EHF9L68KIDzVjb4htYWVHII1B3Pc77YfWixTubhYI+G8q3WXtcleNQT2fJ76+tU5kVxCSsQEVVhi9WR78/XnzVxCIsJ0EinAdiYif5t49knWK55RqItCIpx2oEHxjTtwT1jmkZ89GPP4Muvvoz9vQf45m9/GmcPHkA6dXks0OzALYysak5a8rEjAPIOACHnuLwtjup8/98px5aBwA4ZlDwoRC3iBkLYcELHiuyprDHucG+fMU0TVG2eb7oNcs7oua9ROyLIsDHRsaLbdMhTxtn+HF95eB/P/tknwH3GNnX4O3/raUAmbDpgy9vST+HjILH5ehPl9UlqRjEZqjleNR/7b2ZmwhNhrdSry7rj+1UaRBtAWujUkbu9nWTN37OzXIuZCZiF9bA0E2eUSRESi3a3WqWrTwvDPioo74UdKHQE1cGhCNbHtBZqvosFQxwnh3lgoM7ENuGpaunkETDqKvasB4iLFmdgbQlhOcA7+sL/Ns3HQ90SedRG7a8ioOJF3PSnR2xRdfjOj551yOL32tWH4+a1re04pPeO1LEcj9Ws8Ku37bhyM1bbtXYflX+O8NQYm9F2V8VDewjTA+3AmTffPzll0dxJDLymPQyG+qbrsfXfZhjQJWCc9siqePnVV/Enf/If8PD8HMPJLeTszlUxQdha2m0kTbk/AEYbJgN6aLH0TOkboaghxUM3zOZrC9jqCgU8Ei9nKYpctCX+5saKiLYB1tbUJXRdhzt37+Cd73onfvkXCP/0H/04/sVP/o/QacJwsm2yi+hsCLvactVHf+Vy4ytjF188FhP1KtdVVTMXNTcmOxCr98g/W6nvupiIdW/t8hS8HnsgF/kgZtEPV5jJce1E65p0rbcyoLSYk+U94nzj3uP2Oe494l86uAEKIxS4/MZBr4Q/o8jG4NwjpYFx/8Wq90taEieHBed0OZy2VFMMU4Czm9wB6La4ymOwy/mVH277o32/VrnGeOTmQnTZBfUQKI/5ZK7FHi348nbsrQO+C3gH9aqQLF9AEeor5zcodNAWO8Q+G6ByDVuGg6NmiIxI/YD9uEPX9+hPNrhz/0W88PkvIMNSDpztJ3DqmrBnnSVIXOs7A10FUwJ3XPa6LUn9OnPai5iG3sbVt5b3NM23+2RmtwoYe893U68ZVkxNB5JzhuYM3mzRDx3GacTzz38OPQl+5/cGvONHfgh///u/D7txRNehjKEyZ/3ZDV9PQL/0+pvAvzmUbx1F7WSY8+uOVmVc6/z7duCiUfB9ILcx7BYPW6/TSv01zU9WHh6h5P1DRL6EPRHpf2dNqE1r8qXoYaADTFgEiDa3VDR6ouDng2+3zZkJNaImFUshwMBb4MDcTpbIYlUtNzRaes11kxzANSJgXNxYfHYFf8uBY3VnrflqIkeOq6fWa/He3OfVSgtyl5TWmFm8Hz18ZbyvRaAd0wOOht8uvl+C/Jyrt5ZWC5muMQ3XhEY0Yob4RaPXdtLE8yXCyYYh2Tjx8/2E20/dxp2H5/jzz3wWeyEgbXA+KUYBNokR1NaSmp2FCwc9BcU0maO06zrkPJVtTPu+R9fbTBPJ6Pu+aOUB7jF/I61wdewCkZGTSH2Vte+jUOjaoLfgifSo7H1LbkHfunULf/HpT+NDH3oG/+l3/yfoO0aGVPqJIvLt5vDxxsMrgTBFblaVPxamOP++Qml1KjXwGgN2jc1ZaPQV/+u5xyabYn0JRP2+PmQDvdqItpXxRVzbNHouIEF1ftV4daqx6wAsjDE4bvZkBBprRit1AwCbRPPBWDRtTwNM9T6FXFBQvW4BfafsKocMZORSR7v5SPyroXOKLpaJN+e3oFMsG7/ezRQtex4vwXrd1D7U6MsvB0BttVypFReA/KEACao02l0Ff2wwbv1VlZT1eVo1/ir0W3rycB6FNh9tyuMOAMCpx8npBv0m4Zk/+hP8Pz/3i/jynbsYqcfkycPy7j4kz7Xr9l7nTmaBuK9MoY3W7RYhx2Ip0+SHYXBaJheAD/AO0G8pmpwndyjbudX3AeSpcvgilgun6waA3ArY7aHThPsPHuKpky3+6P3vxw/9Zz+IH/rBHwB76vTozcCB12SVXqHcuEYf4Gk89fpELJy83+Wa1nOstNK95d1ip/UZl0DtYATKZhRFTb/4OjONHs39LdrS9kFUW5zDjYataPpJ3FVKxneXY6i5C2ocwhSCgmY7MBWA1Pp3tDXaVF8OsdHXZQJZW4fEJV3w8rV8VsKdD/CgXox2yVNGOJyj75Qi7UKAe6P1t5LUP5jz2PuzES5V8DoAXXEz71KzVj/2Ie22PJrAvplIOZlqm65+zcMxonr4/bFj1zjq5TG1Xhvvy3FqdXtOmqLJAGux/BpxogQgNs1QWxBWrOUyhxaWtD8bEUHakC0iSwRCh+df+hLe/au/hueefwHp5DaEE1QJecrQ/YjE83sMgLXtBFO5Ts4ZzMBms8X52YicBZvNSaORW5pqQND3nW0z6ODc933R8Nusr9H+1NnmJTnbZibqK1k3m40dB7FwYlXkaYSOdv7J6QacOqgqRs2YVDGcbPHhj3wUv/eHf4g3vumN+LtvfBpQKbukxRqPFiMeZ7lxZyy5Jqwx2VcKc6wUnGvI8T7Tmr0jLjJrCyCRGCNxpF74bkdRUwDmsuYSuuWqI7nACqBetjPue25CVy46eO1Ylp18Fx3V0IjrJhnlulZJ9RuUG55TCQSUEMZYqFNPp8LdF5oFKO3S2P2JYNkgYUvAYwFJlzqkrs3ZQUWICydfDBTtEE8B689fgDBxRQVdqppwcN8pQL+xnEJIxSSYgduSs2rNniuUJQ1Q+oiiJ5tLAUjHQiKOKMGXhRfXe9GqYV943Pq4AlCW/gNtnDtDMR0oIxc2q1HeY6DFBtiRi0hh+VlEch3Xnn/eKA2rIOZWzhn3HtzH9vQW9uMed8/O8K9/7hfxwWefBfUDzscRwhnd5gQyZSDZrmBrFvJSmYv7VgWyZAzDFsMwuGZvx3XoSj+EzyBeqor9fu98fIXDnDOm8z1Aiq7rZpTOfr8vx242GwDANHpyPWKIZIAYw9CbE3q/x/l+j+HWLbzvAx/C93zP9+B7f/zHoSLY73fYnpxi3O3QDxvrxBuIvHldqJtCc8BAnVcGGl0wMVpt/RiP1ZpjgA180Rj8Fmdd44M95LFMdK9TGAvocE3aG9hMMMXx+PqleR/52EODjWRQXYC9KobIl60KIHZ8qvMtaChprg9yjX0J6IqyirR839xYAfioIzRFoAI9wW0Fd8wW26BJOeDWQAF+nV+P4KCjalq8hoONMHlYo7kMIiqHSlfPmA8Kq3Cuaa+Pl+uoQ3TkfT3XyNWyw1gpNODK92sUy7q0WNfa299mFGEz9ov276PIghMCLFHA2CWSV4i5Mtasnah8tD2/cHjO29iuXcBMOaVhgwmCL995gH/10z+L33zvv8fD8xGZEkDmv+nJwgtzMkpxqeyFsGn5esszbxx9tCW09pTYk97BaTebP8MwAIClMyDLVa9qtE8IjuD6Odn95zyW65kAaVgBmIuq7xKyAPv9DqAJ/bAxxSqxJU0jxhdf/hJ+/pd+CWdf/BLe/va34wd+4G0Ys4L7AWc7S+52E6B8owumQuqWiR+82WJML8MTl3x3BejjeToihn65o1VoOXOAMJPOPtfjC70Sx/mLUqwDaC+ox+bmbAIQmclKzd/wv8M6iIkZA051zk/GjnKiUpywcekWGAGU+PnEDdA3tyW6OA+uvTfzPULRbO0AQcFQYlfbuIaKhnkM1+paoPe/U8l6RYW+EfIsitEnKG7gYpVUjX5ergPjVyvHwH55Jb3W9RXrguiqlORFZanlLq3Klp7TsA5VYTnRW7WrQWSroD5EbY5BCGiUhU9lAWzTJvKB2M7X+E24w5de/TLe/Su/jnf/v7+ObnsLD8/3OHnqmyzwQDJIJrBMtpjK76V1wLZa+DgG8Jq1OU3ZQoRBJXrGeHbFlG3FrogaGDtOhEUdAmSJO+bIZb/evtBGw2BpCkKxVHVBo5bd0ugiQTcMICZ0mw1AQOrN1/Ti5/8S7/yVf4s3vv+P8ZM/+ZP4B//gv8UrX3oFJ9sT0EPgO5/+9kceI8vy+uwZCwBQj+2eu64IlRlcgj1waLJVTeSwxMCYc5JLIG+2zFMbAPE9pDvQ2rV8AlQbU1Kxapm0ZaZxiVh6WK3Z9EIQtn+zL8Fuq2bYvEucFm4vWM6eEBxNnx6DqwDX9rcK0DZ7S9ImSlDqAE7mX6FkoI/i4msWPZnGVK7hAofKc2wEQNgJVB2vQWm17Yr+zTAzvAimxvI5LJHG4YplgXuz95W+u3K1igPr8yKQv65QOAby8bmc22TH1JLGN0ZIKCtlNKHmk9ei0dv4lBrCyDYGsLBOltZWRESpKjIx3v/MR/Bv3vVzyNzhzp17GE5vgVIyekNHSyKWR7v6InrOwNQAPBKP2WeCanbaKM36JcB8nPYQsT0NeKhzrqW9gocPxXAcR3SdukZP6Pu+AP04jqX+lCxmniDokqIbNqAk2O1t4WbiDuQbhWdkbLqECYrP372Dl3dneMOHn8HLu3N88IMfQN8PuHv3Dn7pX/7Lo8/9tZYbA/qW77IhZQmKLPFUc6ACpLnw3Utt+FDTx/okXFgAUVoNv93TsgV5W8HnA5uq2V6mSCg5DdAz6KhGvzSnCbYIhEggRGDOpb1hik77EaTO+REXqC+44yp4u7bFfmtUcTTCp0ySOUAdaoNxeF05LBpA3BUdO0IuASrRJ0bJ2HvnVgHQavTVeikCxm8oqKU5wFcloCVPWtXADj1OdbymUjzei/dZCdF25UoPv1mhbV5LWdPolz6isl9wasBSlv24brVUkA+aRiEO9JSSjyny9RXVIljOU5s7NgBf+PwX8K5feDfORM3xyrYV/JSz+XFEQMhggu+RMJ/HMVdCiw7r1/JTRZRMgnoEToRO5jxC1JQo2zeYsN1ukXMuXHvf97at4AJDmGvETd93M4EQ+DFNo+GIZFCXoDLZ8Z0pSH3XY78/h5JtUmJ57YFpO+B8mvC7z3wQv/H7v4vNZlOopJsoN8fR6wToBLJ9wlBg07XCqlUQlAnQAOFq/9sy/Vhib5EpU84eVx08nVsJKYGVwQ23RyRQGHdn0ODXA0HJNHtR8TWdOuO7gdBrKkVjY9YnDknhmWsh36nJIazxmlbHKIGyUx3ESB7JQEzWRRNwMgwAqKRzICKkrkPfdc3kgs1W9mgdl0gEi6tXmbH5MRWRYyGV/0cI2VZIR7PoA9RUYPnWK63Sldwz9X/bIi+El096iucZvH9NeDWUHqudHrRAjJaKQ/WhqA0Mu1OdHYQKxmuafquuzzXgcmfOcSlyKztrDSuy/RhFo7FF3PJ7pSJ8K/3GoNjYpemzyOWvqCtnFewcto0h9sipkqdIw1di5+6b+YQUWrx6pjXfyCbSFkBAEv2REHn2NavtqCQ7kAq61JWotmkSgBJEE5QTlIAxZ1AHc9YmAKr4rd9/Hz71uZfQb7bY7UZAMjpWTONo96N2b6qKrLZ7cVi/ITA4JUtZwBYarCKYRNGlDl2/sS0kpz36fsAw9JimEQJGzxvbpDwxgAH7MaKCerumKLqO3eKZQAR0XcIkBswktkBPhDBlBXlCvtT35hOYJuTJcvHcPjkBq2K/F3T9ABAjdT00JQhMMIhM0FF8ZyrC5tYtSM6eSuHrDOir89EGqlILIv6hvBqQ8Z8MvG0LLoKvfoMlJHLUQCizLfdPYgNEHDSmlXhcuwYHZRzTCmtaGKFO5DbtgVBG5mlxpKXJBRAqePm181C2xnVpfeOaPilBVDBJ9jSovqOOr+TrfOFG3/c24GM3Id84264JANnxqloFQAgtmu8uhLlWSLT4DdHNWjYOAQQ007crraXqQkPrHrKlT0l9kZQJorQ43/q07hC0MPrmfxWAb1/rR8+/b+G1ed5tFRfMs3yk6mO0C61VprM3/yOc3Sa0zahw5zXqvqxwBWXSyNRp+66SW08hsEoPqi1MC9BsG2FAZ1ppTAQmb0ckgndensmdmtIBlL2VAmWLK6eux5QJ40jgnnGW7R6EbOFThuDuw3No6jCJL37zyBpodgFvpSbXU1TpZp+l4dAj8yRzgoKwHydXiJJvPqOWPK+bR9icne8BIltc5bmAxmmEiqDrbJGgbUNpQK1ZfGcrKfJxnDI4JQvNZEbqN4AMSJwddwCRCffvn+Pk9BY4EfZjxn7cI6vtJrXh3liPYpUQTk9Py7x+3OXmOHruoEmRfRG7kLjXPjQn1+4IiKxAa6btWmgZLxJGFdwnuOQ1QNHFPoJrfGZbZM1iV99EYnks2nzXdSLOI3FaULcUAbFoJbIttjkz7N4ID11TExFkEbAKMhSjZGzhUQPJfmeCJRGzSp1SsVzZCAvEu9zw8ZD7bJ13LZ2Ucg1VnTn4VjXY4IhC8BwDXLrgt0ON5vBZtZ8fTftZ056ORX4dKxdFil2vzBWNmaWgqAMcZBlLi+Uj7shOMwFcskqpqzHuvzK0slWi0f6wCFM42mOsqIFoogQB2ZZ+JBACJCmEBiiAURmjKKZJwFnx8CyjGyzXfOoSUtfj7t17xpePozk5u25Bqx4v7ZiLfDcBjlaP8fdBw+Scsdv5Aq1mxXrkoRmGASkxVExR6/qNj3MBVJDzaM5eBkana1plMnXsODMhZ3cSszEO5+fn6DcbDJsB45QxjjuIArtxb/H8XANVpmkqdNAyvPNxl5sFegagE1QZxC69F05SAJZESADiGtkSwLWM2TN/5oIi8d1r2NPfEgPICvad10tpufN2OXWYiCumOahGvbRFsFCSrNaVv40EkdaR2/DjdvkAXru33bi32HWQW0IR3aK4+/A+NnmDW7dugbrkq05dSJDF8hJVK704SCtPUO67hpwCkUSMOWLtzSkb+6oyR/rkdcsnKrcnYg69Yg21fNgFc3pNiJRxcI2ydnQRxS2D49ZgvaNLAOcaguU6AiMIp3JuaOYqocwiBS1DjdUY/V3GFpXHQ66RI9eoGxWzw5uxpAAAIABJREFUiA3EQ+kB4HTnGCGTZTx0ADFGJVhouFsIIlAmZE0YJ8H+fLJEZAr0AwG0gWTF7uwh+p6R8zn+/FOfQs7ZspkylxWs6311qIgF0AY3X7bg881qki9Q2u93pQ7mhK5L7rB1JVCBLOJpEiZ0qS7EEl8Fywz0/YCH+735ELrOQzLJfQQWVWPXYDAn9H2HBFfmiDBOE+Bhn8SMYegA6guOhebeRieqaonLf9zlBhdMxXvEsQNUIgCad1Ko9IiImnpeMzEX712Yb0zIWp15cJMQSBBm7FWxF67AFtp2gKMaL5/VlulLyew4L8orE1wZFNv4NRSFLLjx0K1Ec5mM4QijBnTj3ogI4yjooLZAh+BgbwJpP00Go32Hk5MT8wO0KxQ59LqVjIhUraJlqWGorcPZdcU01+pX+Wv1dLgee89oLIpWVq9ZTW09Kxr97AZWP19efEOtwvqED7FcrjbzaOGVfjts4+Xfr7WtihrzF4Vy4InsETuCAQR2jSSqN/+IlL7WkFwKjCnWjIRywjVJHeD0kP0+ZcUkTdQNm90wqWISReoZQmocfOowkmIaFecPRsRo0Qc7dInQd4AKoxu2eP6Fl/DFv/oittttcXzOYv2bORCLn9qV8mU8Ns7YKG1o8jiOlvPGNfvWcgjLdbfLyDohEWHYDBiGBCbFuN+7w9k222EyAdBv+hJZE2GZp6en2O12UDUuXzXj/GxCzwld34GSCZXtdoC4j1FgyQFzNiEVeXkirUJrodxEuTmgR7aX0zWkAIlrHWVgK4AMgjloDfhq6gJqJkCAIjno2SARMFvYoqqC2B2qTJBMUCSAhrKCrt1ebBmKVh2c8/vQVtrMypwDj/uxQSnNYIzreOhiEWjkWgFmg5yIMDLZTjxkOpuqxRlnEfRDD4Xi4e4c/XaDnrtZPvpl2wub4k3hkr1ybmGUiJj2Dtl533hs5b3tD3u+ZhlFoqb4rR5n0UGNTrzYbOSiUhPV0ezVOsrjKgHkyxLWxazt0Vit6S1mju7F+Y/qKDt+r2a5zVdCm/YZyoG4xQYQZKoWIKzboTrVv9uwyKjPx7EHPWLMGfHcIuFeFsU+23CyvO8WsZLBGEXQ5R6ZFPspgxMwcQcixh4JCQk6ZSAD25Qg44SuSzgfBc9+7ON4+PAhUsc4Pz8HgMKbt3HyVwknDSERnLuomOM0G5x2nW8Y7y/RjCwZKmILFTsb5yYMrI7dfg8VQeo6X0VrOfCRbO1KGy8PWOhlROyEAJhyBlEHFQV37IunzGGrCuynjCyKrrNcUZ1TUIE97V4aN1Fu0Bk7IZGgG5JpqH2PnagZ9PE8qaYWiJVmqpXfVQVSqrHzROYokQAVGBiZhq7FRIOKb9nlez42i6naz9HB5eUPNgZdHNPmrLZ2OaiHAy2ERlA1aoPOjndBh75qtmGtxJ3GBHdTXVKHUTIynP9Tj+AhQNiXpE8jHu7OsT29hS4l4yj7HikR8jR5lkiPby9aPiHTYfK1Y1o+PFQt7j1rNTVrDLI9l65jVNCVqjIDJQlagLXtdF8H9DKMblnmQrP02rwz66Ca/96cubwWVHEgIo9q7VidhK2QbsfLdYTCJLY/KoXg8eeRUme0JmwlqgW6KDqnWsyHE6GP8HZ03iajFCbJvnm21ZlVMWaxIAfPOCowvxaIsRPB+blxycodxizYZ0FWRc+AsGI3WvCAJotwGkUxJIC6hGFImPKEbd9jHM/w0kufw7Mf+5ipdM32fjG/ShhoEyRgScPWVyf3/XxPVdP8/ZUYqasJ90RibYrdo610HUyLhuJ8dw6V7DuWWXywqKJPGyAJRt27ogXkbBF+4WfYbreFZ+/7Hn3aQCdC1zOIBDnvoTQB7pvregIm2xg8Z4F4eOdmsylzLHLo3ES5MaB/6naHu/fOIJNREF1KGGdOOhuMIIvoqBOu1bQrqAIxBxXsW+FFWoC5lqlVswEgsMU+DEKmDCEHGnXwkuwTRTCxIEfsN5kWNcFDOxvNn2De9wDyiKkFxFOVRliYa/ZaQw/JedTW8bkspOrhb/auZSETIY+TUVRE2O92uJ8VT222NkjUBnff9YjEyKGRl3C8kkSpUkitsJq1IzbrRqWVWiurfV4gi4OuGreufK5nhIb9KKXYBzSv+7VXSBe2a34Xj7M0YcXWEIRrI3YfCm2fgLJnqajvFQD2PWMSMjUCB4r9RJhES5RKFsF+UtPuiS36hRMoJYxTxoPdHvvJxwklTJrAA2OcJpyPEyYdMfkG2YAaYcPAlEcMbAKo7xn7/QPcusX46LMfxIsvfbbeWaNgtJRKcXYyQ5FX90NebjwSfRcK45Lqaa3syJNPiTBNe7cMDORt5Ttwfr4DE6E76aEwCjX2ZBjHEcyM7fYWkitWwdPnPKJjQs8Dxv2IbgBSn5BltMARZkA8+ykrZKq5iYIWUtVyfzdRbgzo7z/8KkCEYXuK/blgypObRz0ia6RNUIbE4pnmIbYOl/gbfkzkI4+QPsA1e8zPBwABQ9USnCXhGTfYmksigkwO/AHmIiWbYrTH4duIA04OwtJwqBFiFSZpbCQsB9x2SPJlUdTdoZRh8dREAFt2v4gJHs92uCtnwImt1OvYwsXUN34IcCeqqY9FmsVpWJsctcRGIVaofLcWBRM5cupNUvl5vmkRuZZUn1P7bB8V/E2OLu9FD/o+jl2bVm2W0vbYtFLHcrwdtY5wnPqpqo8iUkUowX1KnvCPGqIwFhQBsDAOO4Z85fQE26CJFNgJY5qMiskCjBnYZ/URLGZNdxY+KZowokfmDpk6sDAyAZp9lLuC1XcJqTNA3p89xOnpbQyph04j8rgHEmNzQrh1W/HVO3+NBw//BpthRZFwHnwZ7XU80Uk9r/Ql1X5v39ucOO32oh0bZUpExWcAAJMnNpvGEWfnZ5AstuUgGUQSFHkS7HYZ+/1DQM26IJ+oyhlZdyDOEAK2PWN7soHCaC4lwkA9+iFhHDPu3bnvPoNdSecQoH8T5caA/gMf+D289a3fhe98y99F4gGboUdPPfajAAjTbAKIoSm4VgNvaKyMa7SoAhSVt9TGqdQ6CgvfpwAWOSzazH7B9RXqBlL4PMBMzSXQF/pHg3xgB3HnPH0KWsyvL7whaZafz6mIyLXTFlVLHSmqFmPMtjovQDbWKORpAilwfn4OIsI3PfVN2G57IFauotHE7XKIhVDFQkEJxDss1KxwpJr4oDwIf2aFwy9OgVJB6Y9lfuVlX7RAOe+L6wG/k2cr93LkhFWkX/n+EeUPcPm9eE+UcW+KhXVu2GeARZnVrSktJFIa4TkJfF9VQcYWmRST2t6mIzJGKIh7ZCVbGzBxWaEm6CERwy8hbATUGU3DEAAZOu5xuukwbBPy7h4mZjx16xSb2yc4P7uHv3zpefzSB/4QH/3oH6Mf8mo/B9BH39S0x7KaV64NQy4vwDYNnwF9KDWtX87G8m6/s+id1CFrxnQ2GdWZEranJ5j2xqn3fULOUsInt5sB0zRhv99DJWG72WK73eLBgwc4353j9smA09Nb4DThfH8Pd+7cxcmtDtsTW8wFsTQSxOZ4bamfcMRG+uSbKDcG9E8//S34lm+5jWHDeHBvxDSeQ6YOzM6xFY2eYEufXXtx8CaQRcGoVnDyhxVRfqZ5NRnzwq3kQePqlzCmGhX0vY3FXCSCepZLca1fAWTPqU5kq+ayWFiVUMQuE2ruHPucPYY/nNAAinNsqbGKyOqD5XaNAVnd5oQ2saPZAIAV6FxQnZ+f42SzxenpximvoFECPuyvzkNRgwf2Bq6Co2X5pPI5nlftQDQa1WF6isNbWwfxQwH42ot6BMrBlS/QtB/5mo1VEtc6di+rGU+pCshYPCTqvLDFL9VuJdeRhCAEozmEfBQa5z6pIKuAlCEgjP6eiSBkKzQp5iHM6atqzlhbj+jObwf/1CV0STFOexAyuo6gOSMpsN0M0J6x3Wxw//5dPP/pF/Dpz3wSzz77ITz/mT+Dcsb2pMN4vt4fq2NgxdI65rA9pBLr37E7VEqu3KWEjsg5este2SZAE7HFUOJx7UBClzow9YY7TOh7Rg+g7ztst6e2wEsZzD2mKaPnSKbWY9h0SJ35DSiPvo7BNkQfOgP6/X5ftPlhGHB6erraT49abgzo/+TjH8Pf/s47+L7v7XC6+TYMQ4KmhDEiBhyxiRMYprkCgErlSatjtkpkhNYY1IYDTJY8m8xazPUmFr20rpk6rhmR0y6RshcqFjKYFImBLATKtnOMuFO5p9BYBQqjccbRTOTccNO2+pVn13bqfuEc9CaxgsRyAxGZH0PJLAdigrpzzPhMRc4TpjziwdkDbE56nGy30Gz0Ebu0E2d/0srmHOWbJtQOdlqzapEK9QJU7Z5jBbCGyY1Gey86KkpyuXguTum0ftZjOLzG11qTQqA3wlPzqtAq4DUrjDVrRsNSWWvL0b+jl8jHKDfWTE1rIEUAl5YhMsCFJh8rcGN9kxYt1UKmdArwD0rFc1SSQslCjkUZJISdApOLPiFgIiDHIj2ya2egnA+yXC6JGHmaPN2FYtMzZBpxO7RUDNjmCVkFm9MBqQN++d2/it9+z2/gbH+GaTxHl2zhXh5H9KkzX5jC18CEnyt7hlTvvcROA9p4EzUfnnWrFq59TvFab1QunjyqpypTJXy4oRShAcq2Kj2POwgyhm2Pru+BkdGl3gF5B4hg6DvcvnUKEND1DGgPkQTIaLmfxIKLU7dFRwzNIyRPng8qIXUbQDq3kgld3xcr/Xy3w73791fH3aOWGwP633jPe/GOH/kv8fa3vwPDpoPs9z4BTPtQJlBPQJcMVLPaoimYyQiPj9dYZEVmQvoyBRAB5y6Ru67zREWCcdyDiJESG/y2Gj2hyT/js8oFh8K3AyNB6sRSpmJEQgbIOXNO9pCE0augk2gPOdAzUtpiin+SwMhQEjeHw/LQMnCjaKNVa1azGpihFOGjtkqW3PpgZoAVo05IDqLn+4c42w3YbHtPruPWEJEvBhNLGwzrjLowJxaWubnu7UpcIzeZuCRyI5AvyIkZCADzXP5tma1QVljSNLXjSYtpBoBm+YGiSHcIqK2gbjVqXRFkABxg54UAiB5OgXVtXCEHi8+qdh6rlK0PBdptLHGXCEQn99WIOU1VUbNsOv2ipuSIg4WCALV8M+z7+SpZThiabDxnaBPeEN6i0O5NaO+TYEpqoJp9rUjMCTUFQFzh6FMG8WhgRT36znhpzRNSl/Bttxn9MAL5Pr7tqafwzeeK/nSDsQPe9+xH8YEP/DvcOX8V3HXgwcbLgB46ZfS8t9GYYuUdIRNjzAIQw8SzAR9ly5KpUJAK+r6HqmCc9mA2YDa/mjkitGSepDKOp0mco49FTZ05YKeMyemYjhKkI3CKxWkKYcFez/H/U/emz7at11nfb7zNnHOttc85t/OVZCxZYOMYCCFxKJs2VamCQmBCYVKhcSUVUhVXkVSlSPM1yR9BEpqqAMGAbWSjK1lWYwRGlm0kuRESlmRJVnt1dTudbjdrrdm8TT6M951zrn32MVJZ54PfW+fuvddee67ZjuYZz3gGJLbuFiZZckw0xuh0LMk8c2fLs889zbG/4vziHG8tx8MBmyPOtFwdAsNxIkeHsSNhPGLE4uwWgsEmy2QnDU6t4Xg4cDweZ4ThSawnZugvLi8Zw8TTT99hOGTObnfsL7QTTQd7qVgWmTI/kVrWBIrntWbV5ER5Lgw5e3JMdO0Z0qmHD9OEEUvbNIRpIoUylCAtD4LMmDHUlGBh0ghiPCJZo15jMRiSlOJlrtz2MuA627krTyGOsudGSJKRKa7kbq5hGnUP5rrCNS5/2VatzMcU50hESpSfkoGi/tc67QDs+4Hz83Ma79ltt4jkAnNVbPOmqFYe+bEWS6uURP1FLp9vS1PL+i+rE/tGVgaS0SwAqUZa5t9df+/jEJ188o0sb3ycx7m2lKZ7gwO4CebJpRjJ6rhrwI7mBgs3ioINUxx0njMjY/3qngCKkFdO1eGpBHAW1NNWR7y6d2UVyceshdZUI3mpxh5yFqXmUqmMMv9NlX5TuW3F6kPINL4hxpGYJrqtwUyRp29v+NxnP8kHfvb9DMMVP/Lf/xWe3mxwvsE6y0X/kBfe8QJ379/DlGJizipAmEIqvS2Js1tniDXsj0cNWgqkEgvH3Xod6iGyUDGbpmGz2ZByxE51husS2ccYijKlQlGVbFEhsvWIwBgj1nkVMKvBQdYAUwO9rCwcUYpyHwckqTqltULbqBa9GKVC9v2e/eUVYRponGfsJ0Qi3jcKAccJJJFCoGmsBqNB6eYp6bzZvu/Z7/d479ntdr/zMPqUE197+WsMw57nnn2ei/OJW7dbDn2EVG9OTelrIqp2UeYk34gaBCk4oj5CjhBUDKhtOlKMHI89203HMGrRs3W78hBnkGnReaGi/evvFwZDQifKLzi+fl1PYKpt6ORUZF8LQ6LAHuLKdJwotWzF0pJyuk6gphX+mHJYsp/iDOdiEwKp0NCSZjYpW0LQG3ocJ66urvDO4b0rWRFzUXblMetpWOoispRbZc6m9HtFi5d9rX87H8s3c3NUZoUwfz3Z7vW1+IHlpRNcfMlSHusVbt6Rb+7BqlnDer/KdqpMRq0JqSJAiaSzMlqUhuCK0ZYFq8o1yi/npJINpG6nQBTlzSIKgdT7K5btZWPmcmnO6ix8NOTE7BBicdDVZaXy+RYD0hBSwrctziRiHtjeyvzcz7+X9737XRz2lwyHA3/3/97zv/3Nv8mzb3gD988veOfPvp9PfvpTqDyvZxzHeU5Bzto0ZK3CMmqkbclwVWogh4BYrZVNMWKyhmTWWrqu1QbIKeK9Q+UH4syyU5imqF4W51CbsfR6nFI3baE0VqZLNeo14/ONLb8PxBwQnPb4oAKJaYi8/vprCJlxODINI9tNx9nZGQ/uP2S/H+g2t+g2OyJH+mGcKbLTNBIjNE3HFGWWXPDelWNY62d9a9eT64x1lq++9CIvvOvd/Nd/9a+wOztjPAba1mJCUmZAgTCqrOoa/80l0jNq5bShQXQghkF10vvDgfOLc7abLcOgTIGu7dTgDYPSn/JiJ05pWzW+rwY0MxboSES0bpANZDc3HIlkFQtLudQYyo1bmTfl/5aMzQ6TImGciCmpeuW19bhiZC4Kd9UGraNLhXFqAcjgbDOLn+lYNcN+f8AZy263w3TNnA1UiKAev37YKhAuxmZxPqfna73fwjWbWo329fvg2t9S/i6STn9ffc8NdvfRDthHDb38FpnT45ZmcTenyjc5gFpHqntVt1INtuRqfApoliFmU2R3y/dRZ+vOsJkINoMrGVON/LNAqE19eclDdUthdhapbCPkhaWjTkCdnkuK4tXxf7L2mvWcl/03xiDOMIx77CZzdsfxyU98hBde+EdM/QFipms8X/nSF/j4xz7Gd/7Zt/GbX/wCb3/72zm/OKc923HsexKKRxsRsjW0Xccbv+0pjDUcj0eaLtOPI+eXl2W05mKIRQSiQm3Wap1jGHqmadCgJqWiu1R6cKwHFiNf57teL45rsVXFz6zTa+69p211vmyME1AyhXK9TOuxxmkPfI7kGIgx4F1DfziQ4sS2bXnumed45umniCFxdfW6SqlHFX9rmg5xKndw7I8MxyPbndA2nhR13OFghOPxyFQYQU9iPTm5NCMkEj/5z9/O2A/8t//NX6NrbqFCEEAoaZMoDpfrfyV6hJoq66R1EXT24hT4whc/xYc//GFeeeUVrq6u5tTtTW96Ez/wAz/A937v99JuMjkPmLDO7DV2X26BGRVfHiTRBydnA6KyrBRGjckVoNE0O622ohmBNpp4ZxCnaXLIgZBubms+wZZPcGY19HXVwdEigiRBrNVzkw0x2bmoa0wiBNXrf5jOEREap9FC2TA3TR5eHIoezYkdkKWItcoDboBulgD1ZNuzEV5WyjClRYytwkUniMbJRuYqy8nnnTqmxZl9o8Y+fxMZgMIr67a+YjKNhh76+Utxt/ZjpKR0x5QsEQvYAs0swYzLauBTub9SykQU+shkFQesznel/CqiNOUstnxOlTiQORiIJUuLQBRVkw1kkujPqe4HWo+xCpljXebFr36Wn/6ZH6cf7hLHno3fQcg40/GRD3+EH/jD/yk/+c4XON9fFU2ZqF3aU5in0FT48Zlnn6XtOg6HI8M0cnl1xdXxAJLxrgGBmBSGEWtIEWKcOB6VfqiDP1RWQYz+rm67/mvbdh4MPo7jyecrlz7M902N6L13pBggJawxpKCSCYXfpky7rNQKZwTrPCkn+v7INAykEODpRNM0eO/Zbs+YAlxdHdmeOXzTElHn0mAY+pFpOuJcw3arXbGHg8V7gzW2NGh969cTnRl7HAZMZ/hXH/wAb33Ld/BDf/EvMhwjJkwYk/QGF2USWO8IU5wLjuM0lRS/qMl1Da+99gq/8qu/zIf/zYf53Oc+NzMHpnGkbTs+9bmP8Ruf/zg//MM/zB/9I3+E/dUBZztSikyTpmcpKb+2bVuctVxeXZV0z2D9BhD645HnnnqK/fkFm27DOPQzZKOES41HU3k4qaJjZFKMaoQNdF2n+H2smj+n0fsiI5BOvlc2zdI1uJZaXfOFKxap6WVpk48ZZ83M9BFjqBOhnDWkE1H1032q2133HdTXqu08obnNDkaHp8zOckkRlCV0zZYqA2QV/+cFurvJ0tuUbzbdRRZivU+Pg2JufD1XWuy1rOkGjyWoE9foup4PjZ5Lpb7cD1o8D7EEL9kwhdXUpJAxvnLfs8Y9WYreuRr6kJN+jqiImN5rZXvCjE+rsTfF2BdoJIkGIZp4MhR5gEQmWmXYxAIxJlQzaXfWagwwRCQZttsW7/Z87Nc+wldf/ALIiDGJnCemKeAaz4Pz+3zkY7/Kb3zuM2R0KMjhcKRp21mWJGV9fQwTd+89wFqHWA3KxiJXDNpVm1FcXpsBPd4rbXiaxkJrVHgSchEvU6NfG4zq7IYqmhYKN772y1S1TDGGuNLK6Y9HNfJlLrRBR3Z655gQPbcxMY4DCfDG0DaeaRy5uLxg23Xsjwcur64YxwFrLPuxxzktoPfHkWarcNHWe6xpuLoaEHFYY+haT04NQ38ofT0NT2I9OUNvDduzDSlE7t9/nV/68If4z/7kH+Op23eIMXJ2e0POMEyoBsQwcRzUozebDuMtUwy03Zb75/f46Xe+iw996F/z+r3XuLq8TwiBrm31eWsyh3Bg02146bXP8+M/9Q8537/G933f9+GnM1V5TAFrofOevu+52N/jc5/9HD//oZ/nwf0HvOGNb+D7/tif5A/+oT/E9lbD+eUDdpsNw3EohiwX3DGprAIGkyiNUfoAxpSKVk7S4RrWEZ1nso5sF22ddXPIug186QwM1Eh1jnpL+qirQisVaipaHdQI18w3chiDDmCwRvHeVN+3AFr166k5XYqrj0A1K4dznUN+CgNdhzvK7+QGYzqjMze8Pz9q/pd9Wb/2GCNfP/Rx2yjrehf2jUuUmZQK5p3KhsTUyF3VJafSR5GyMAV9HVN49FGZWEjCOiBBCqrVQqEIZgyxTD9LQDa2qFlCqpO6cskg8sKcqXCbKf0S05wrq/NIotlCShPGWe48s+HQD6Sc2FhL58Ew8OlPfpwP/ty/ZBoGrKjS2RRHvN8QCdx9eJeffOc7uHdxTljdA/NIvnLeq3N85fWvI6KY/G635eLikimowTZWdXlSCExpIkgofH7Be1cUIhPD2GOLo2iahhgDfX8EVPVxHMe5y31NdKjBk/cqbTDry4sObsnIHIhJzhhrcMYSQ9DrhEK2zhjapmEaRyCxu32Lrmm588wzXO73PDw/Zxo14GqaDeSIMZa29eQcCHGk7Tbkcn9M40jTeLzTYzwee8Zh4EmsJ2boD0PPbtsxTgPewNde/govv/oVnnn6D7DdeaZpZArgW49xjpgivrHEJAxTzxAC1nvuPrzH+z/wPt7/gffx9buvITKRbaRpHNksQwGazhHyqNDOi7/JP/6Jf8QHPvgv+C/f9ld56+9+K+Mw8sqrr/KVL3+ZL37xizw8P+fu17/O3bt3STnz+a98jl/7dx/lP/rDP8APvu0HeevveivOG4ZDwJu2FLAMhlTGEFpsZQwYTamTJGLWBF0Hk2QcQmMs0S0FozULYF18WaJpHWSwRPIlci7t4gueadDZVWYlM6xwizWOadKqftu2GDHEECFV6GbBs2fNellnDUuBtu6DGvsCueVT3DyjOPBif+s2bjLccmPn42PXoxD96hj+/euxkNBqG+vs5bH0ylxw96SyvSGVDlLDLEOgMsCq4Z4RSEbZMKnIN4sQpgGxkcYLhoSzRVbAWrCWbBxZhDFkpgJzxVgMdcpY8eUaFP57hlkdVQ+i1JSEcdWMpXkHZRQQhDAwHScaUW2WjcnYNHB58Trv/ekX2J9fYk2jWaxN5AhJBCQxTgfuvnapOu3Jsi/wTaU7z47cSIFxymzkmLjaH+j7oRjswqRJASHpEJ3SAa5GXaHHECaMEdq24ezsDGsNl5eXHI9H2rabIZsa1S9zXTXjrNh9zJDipNO5ihNKQfWjVANLUQKL0PlldKfFlSxZnXrG4NuGfX/k3vlD9leXhGlCaOm6DY1v6cMVYjJhSsTUM4SJrktY21alC1IYERGevnOLp26f/Q4sxho4Ho+kMBBT5KWXv8Iv//Iv8R/83t/DnVtPk9PI2a2OYYw6mcYZrLdcXR0YxsBmt+Xl117h1z/9Sd79/vfw9XuvsT3ruDi/QphorZ21QKy1DCESYpjTwbsPH3K+3/N3/v7/w3d/9+/l/v37vPjiV5jGaR7w27Ytyamxdc7S5z3/5pd/jpgO/M//w/9KP17RtFqMmVkEiOrTJ2U3VCaKIFpcxqhwUWbG+hrnCbJEFmtjX1PLdYRrjJsFj+AUmlgbemUD6cADUzp7jYimtEUeNcbnl4k+AAAgAElEQVQ8O4oYUuFk14tUI3s19tWw55mOuRi9k4i+rLpf87+1MS3W9XE37jwj9d+38uNh9JtqAo9bC7V0OR/1A26iuN5s7EuEmPPSTYpCeDll5YcXIxUKbq+ROQr9JcE4wRvBO2HTWawVjGR8/VuUnhuylDmmhRKJkFIsg9uXuozupxonLbEsk6MSgKvCgfVEVpgss3OGEBXiyMOAsRMpHXjhp36Mr33lSyqaYxxYh7WissVWZySMcVK4adJMNudM13WzDLGe85KVGkOMGSnIt4qDdex2W6Ywcthf4bxXaDFnMpbWOEB7W0JMWGdwyc04vHOGtn2Wp59+isNhOFHGrBr0awwfVF441ZqTaL9Dxdlb73R6lBW8sUhWmCZLwlpHyo7j0OuzIYARLg57nHO8cvfrbLwrwZfDupachaEfSfS41uAag3WGECdA8H5DzonDYU+Mke12y3a7/Z1XjLXeE6cR5y3ERD/s+cC/fB/eCn/ph/4rnnn6ee26a+Hy6sDFVc/V/sjHPv7v+IVf+gjnFxe89OrLXO6vOEwHxBv2xwOmaTCmIxUcXwAmSmruITucdWSnuPzD6R4f/pVXC/7lwBS8Mk8MhwNidGJ7NhlpEk2G3/jMJ/jyVz7H7/vuP8i4L1RHVAEzV+sixfgXJ5ABm8t7jCs63iA0OGOYMicCS1XytqaWa4w+hKhGLFdNDy36zSP+rEbz6gwc3vpCo0yLobdqRHxh4qjdUgOlaxXpiU7uqgBONfr6u98qol9BNimvKIZLYXWN7y9LKr/vt7m+cUv/iFNaRXuzM1ul+zd+mhiMyWXkXi51X0OOtRNaHVhMiTSLotvST1GcdM403tE2hsYEjChBMsWRHI1CPdkwJcsUhTFbQhJiKtcwG0JSGnA12AXY08xsVS/KqAyCoC+bUjY2RmicRbJGl0Ki2224d/4V3v2+d/Bvf/kXscYTomEcIsbrhKSYNCCTRkghkgol0JcIfhgGva3W90Ex9BSoKxdV1rGIiGUi282G3dmWlNTwHYcJ7dA1pJxKdutpGh0TeH7+oARnbp7INE3TzK5Z68fXaxmLLLDxXpsGcyZEdQSu8eQYwQpn2zPOdjttrJp6xmFEGh1g4ozRPgGr+vzDNJGc4Tj2iLTYMeBcg5hEDDqMxTuVT2gbQ+fVAQiWrtswjpP2/FjDNA6cjwNt9ztswlTKWonOIWMkMfR7Xn31Vd75zhc47Hv+1J/+s5yd3eFLX/oyn/jU53n51dcZp8iLX32ZT376M4SUiAIhR6wXkMgYJwShtW1hnVhcoxF8lQwd+5EgAd91IBDSkWyg7VqOxyNhCrRdWyJx1c7ux0kj4GnAWscwGd73s+/hmVvP8tTZc/rAzFiDMhoULslI0ohJ6zaqKSJGizghGtXD954h58ca+py1UcMYjWiGYTrRwalFJfsIdKPfWzEnfHlnLVbANx7v7ByNnxqxYqglLYVVUYyyvkNWpJSbIvr1/lc64SJBUZwgVQqgbqX8P5++dsOWT767DrEvKPDj/urRFzUaT0phLJ+/FsrSaP9aSXj1jRRGlkFHKzKrp2ZyVFqw0ijRLlZjFUcvDs+I0DaObSs0boKkBapMXDlJg0mCFSFIbXCWQiLQ56oye0yBUUpUUAJNvf/0q9aJqgieJWMBIeKNfobkwFN3tnz601/khff9GB/9xC+Q48QwBpzbYKRhiBM5W2IUcghEyRyGI97d0ajZKpVyHMcZw66nrd4P68zVea8Njsaw2XZs2pZM4vLyEq0vwBQCIg7fqNrtMAxYW0YQij4vyq6Z9Hk0hqbx5edcRv8xQ7u2DPNWLoIQk9YddtsNnffsry7pfMMzzzzNs089wzgMXDy4y3Q8MPR9kXEONOVZzDGyOdtxHHo2Z2eMx54zZzWYzMxzYL1vmMKB4zGpeqVvsNZyeXFJ3/c457h96xYPHz7k7r27dG130x38217ypDqxvuOP/PFsrBDTyDj2pBxoGtWQMLbh1u07eN/x8PyS/jIx9pGUIyFFxmnCOqtKklUHpDAOnBEau0yEN1LkAYp3FqlDAkpBKp5OiFn0MMysXFmFjYIZMM7RZMft7hZ/7Yf+Mn/mP38bNlqMNKWt2nEcBpquVVrWamWYO/dOX88M6dSwZyjt8Qs0Utc4hhP8vjaAeO9PUtGUM16Exlqd87pUT2dHIDPEU/6Vbs3KxDGrTGE5ivLdPJe3RmlLhnFy0AJiElKLhKt/p6TMJTuYhQrn7S3R9Cl8kjFuvOEOW42QPNmd65+ndYMUU7kvYKaM5oiV6ZFtCFr0XH/NYnhon5v3rw6omWGxyp1WDQkav1NHkCJOoHVC6wxeEpZEY1V3KKeJKQpBHNE4JuCYMkMSjiEyJSHEOnNYY3KX9JwZAScJKwkjEUfG2YyzOjNYBLJ4Za2YjOQRyRPGBqzLuK5lTIHPv/gl/vbf/Xt8/gtfoI7ySykt3bxGlVNDiHNz0n5/yVlpZoppgbNMgWlizrTtBuMs4zhh22fIKdJ5w3PP3Ob8/tfpWsOtsy2b3Ybz83P2/cDheESahrial7uOzhV71+dMitNl0lm09TpYq7DPZrMhpcTV1dUM6WRUJdIZQVJS+fKcyCnw1jf/Lp556jZnux2H/SUvffU1Hj68IIvQtl1x4IJYjxidl3voj8WZZIzJkA1GrGp4GZVMMDbTbRzWJqYwICZzSD2IMgbnkYc5YY3lC+/+pW8ClPzG1hOL6HPpHDWihZBxiozTiFhLzBN3790jRX0Q42S1I64MQvDogABiaQhhGeCRE3NziDGGJLJqe14MxDznMY0n0cRSiY+sow1jDKnw9Y2xXO2veO/73sv3vPV7+D1v/i5M4Tz7xtJIW26002Ou+OP1lbJq7lzHf1NJ5a+vzcav5FWX/csrAw6lsFYNOuvgc7Vj9Wkp32fFgSizFk7+LUdR/5bVb2R+6BaBtvXbZ2yHCgKpkc2rjS+Gfr3Wu7i+RutO3hvx+Bsfh3Im8uoNVccn16xHCpRgSOJv2ELJcNZOOWd6juW1UyMPy9e5izr2StUToXGGxgvOaN+q5FiuA9pHYi1GHCFlphAYpsAhREIWom5FB7/rUGMMGtE23tI6Q2OdNvGlCWcz3mhXuZAxriVndQatc5hyalxrOYaRj338Y/zdv///8rXXXtPnJq+mgRVMcoYPRZ8b1fVZBMRijoQQtbhZIFJrVIKXFItWjeLgzmTunO1oTeT+3dfYS+LYH4g54bwj9yq/PRXJ3rZt8c7P7Jxx1KEh64y267qTZ0ULt2Zm4azrXfWu0BhCHbZ3FucNl1eXCIm28TRNR9t1ON/rmEBr8aJSFP0UiSkwjpPCx6L0T2MyMWSs18h+HEdEtKNWTKJphGHQwDdvGowIMSoFerPZzoHnk1hPzNDvNh0haXnS+xbrhGE8Mo1jaToQQsx419E0BUixWuAcRjQ9c6VLTcPf0qwk1wpRC85dV6V4WWvZ+GZlNNaY8/K3a+PinWM49thoeHhxwft/9v38jR/5HxkLNWoYB4YxlJvrNKKHm4eJGLQNvhYC69fr1MT1X+SCZ2ZOqYy1c7cEmzO7Ys17Xx/TyfHOD6zMjkN1+G/qaWU20CdF2Rst7s0rV6N/YvzrOr0O86vXrtOp4T7dtZtO3YrDNH/NqPpozKfZREhCuEHU7Kb90hrFuPyQC1RiqxxF6ako16txqvxoK4xSejicdzr/l9pdnRj7wHGaCDkzlS5nQ6axHuNEG2mMnQ+udQkrYE3UkZ0mY4hYEs6o2moRQiClEd84nLU4lxEMY4C2dXzt9Vf4O3/rb3Hv8oLdrVs8vP+gzD5YroEGUJHaiKb3Fmy3W7pWqcoKm9iZFQQ14FH5g91uRx5hHA686c3fzvPP3OLSRpw8w70H9+j7gO+2YARj/UkQptl4IkQd4BOCFjOt1eaiHBLH42F24Ot7PsawCv4026x8emct1nu8cRgSwziQLvdMk86C3W03dJsNm+3I4XgsYnMqYiglW6q05fWzbMrzX+FZkYzzhqZpaTvt7nfeMElD23bkLjGOI4ergHMZ7x4NPL4V64kZ+rZtYdAIJZuMdwakpe97hiHSNhsEGIYjjdtgLGrYRfBVVzvoRPaTsLOM5FrLj9bvtRrvFjjmMYa0OgE4NbamiEhttzv2Dy9JOfOLH/0wf+Ztf47v+e7fRz+MINB2HjH5xoKiMY8awwy4OarMN3y9tn/XWBXqG/ISHUu9qc2cEaxv8Prz/Pn5lFly/bj/fev6331T6xEjf9pAdd3h3rT/N40Pve7c64pmDd8sEX04gW705THBcAPPM60caq2PiECblOOcT/4XyTnOD76U7GvTJrzT4EXrJyqFG6axwBIJWyQpkqghFrJmwChslkRVQ63JWJNmDRjnYtnrkiFIwkrGmYwzCm/qfQhhDDgLMU04MWx3HTjP1fHAC+/8KR4c9lwNAx7FzlOBMdfXe/2s5Zzx3nO22yEpsN/vadoO4xz9MBRdmPLsikFSYr/f83TbISZwfPh1XurP2e06Ou/IUYd5BITjFFQXSCLOO4xRTZoQ89wI1bR+bpKKMVIVWb33M0Tbde2838Zo7WAcI23bzgM/SFXfMzJF1XSyznPsR770lRe1o9x1jFMghoTEMjlOjEbxxuJdg99uyTkzFQGztq0qugHbeB0z2DQ0XcsUjwzTpM4+aKHbWougoz8pdZAnsZ6YoZ/GkZyiRi9hApNxXkWKjscBMWAihWM76ahBrEoBo9BLKAVLEcpNrpcmTHGBbgrEUfG5ejPedKPWm3W9Ftxexw2GMdB2nrbtGKaRttnw4V/5KG/+zrfifYMxjpRg7EfcDTCNiLkRZpiLpcy2Wr/e8GZbRsLB0lCVCpV0OY6SOicW2dx5H+RRZ1M+PFMizxqtl/8/0nuaVzHxtUzhm1mPQjf16B+FPa4Pj67L2FNwqf7NjYY+6azfk1pBFqZQx8kJxhQ+POZGPn8dYK/XUuZKQ/fI06J9FDHqHAPrHN4ZrHO0pmqylCzPaLfqgKDDZIDS1CRJdJhMzpATpVkcJ0raNYmih6PSvyYqNGNFNEASZd9YEk4M3koZeJ2RndIhQxS2t1pca/jqq6/y9ne8wC/84oc4HA88923P8/JLX6M722FWdZn5fJR7reLzxghN4zleaTSv9bQ0O/UUtUDceI8r2Pmwv8AbgTCQxsSdNzxLzIlbux1jiCCGFBOmaamEJoMow4mEFcE1CkPVLDaVZ94ZtxoXqF2wNeCr2Hy9p/b7KxqnfQjO6gjFnFBmkDEY54lB742UEq5paTpDfxw49HuFijab0umcSEX/JsSgc2KLQ9DzZhiGwDBCN3mMFbpNR9c1sI/s93tyTlo/SpGmael+p7FuxqHHlBsuxFQ0o1WxLUyqeR1ipus0mpeo0p0xKffbRIMYlXrKeXnwxcg8THc9F7L+vJ4PacSQzWnUv45uYYExNF3bkXJkf3HFdrclDJEpTbzwnp/GNQ1/9m1/jmeeepbj1Z7tdkscw/z5dVt1iMT1ZSqKUX7+LePivChFClVOV7HxNfRs8mKEvyEDnJkbQE7hnZt3aIaJHtm9G96c89zXQK5F2QULnXfg2jbWX+t1q8ezMHji/Nr671N6dD8CkWXsHlRDX9N4PZUF65ZMu/48ox3GYqQcS0SrRAq/bJvTx2VdPF7DBsaAzUZnLMTEmMdSazIMUyZEPaJKjpQaMaJ69bbUJJxR8WOTEjZnfGFX2dwCeo9I1GlnRtSwNNbhxCoVUIQp9Mrdt9C2hi9+9cv8k3/24/zEO15gwuJbz6uvvMydZ59jGA7oEI6a0SzBkbX6TwMyfX0YighXVrqkDr/WiVQZYRwnhqIps7EqL/C73vRGjIHhuMe1DbfOttw7f6jPdeMxXgULSYGUghasRYhhwjtHDAGsypHjLDkqPXWalklRGXUcuRKcW5UNBth0nTqPrHRUzfwVpz8eh/rAEUTlWLxXxl62gnE6BcpYQ4gjIUTOzm4xTUoUGcLIMAUE7fQNMSoyEQP7w4GmK05+iGx3Ldb5GZc/HA6M44H94XfY4BFyIowR1xi802KrNcK22yAYQoQYR4b+iPNW016pnaAqLGSAWLotZxHjvBQgYTHUMS7G4Lp6XfXudZL7+vcLDpk4Hg6IEZquU7ilazBYZAy8673v5uLqkr/w5/8Cb3z+DcRJ9TS22+2C+zlXcLnr5+LR6BipssePGquKg0pJ+ZfItMoSVEiiilvdrIz5KISUiWvjODuQm4ud1rjVW5e/u7FglBOLANzyTwufdePrmsrNkNr1YwDmYc6m1CYocNZNx02qzmKlB4OhbRvmjChpk5Ml4Y0acmuVnucbLYT3R2388d7NUaE1kUed3HX4LUOKhKnMEM46ni5mAWMZQ9KmHbGzoTdpKpx2NZQUUoC3GtVbLE6UGmmyIQU9bltGXSpMo9i8NRYnTjtMBZwfEStEEvfPH/DOn3kX737fe5SWA4SodOO+P+KcFhRJWnCuEYBq0ejMBVBtdmTJpIdhnO+hlJRWHVJSrXhX6Igk2q5jmgJN4wgxcWd3Rij3yTjqMzQMg/Z4rZx71Ygfx1GLs94XjSdoGk8Yp5PnXkTmpshHGhTRn5vGk0kUhJfDUWUN2sZjylQpaxzDOJH6ga7rePrpDU3bcO/evdmeWCscj6PSNestmLWLWKQqc+r+TFPWQeE503WZ7c7Mw2q6zYYweabwKAvsW7GeHOumwDaSBWuEfpi4mgaapsEaz2azoW069oej3qRF72IumOWkAv2AdpvKikK4DBNYIg47X9BZ56V0wp0OCV4iseu4tRQjICYXkUe9eX3nseJ4/wfez0tfe4n/83//P9i0HXlSo962nmEYSSmcGuKy5GRm3ur1/AhgUl5nhguqk3jM4KRvft1g0JUS+Ojr8TFDOW7s3jNpieTz2tCbFU5fHcTNmcI60zp93Z5EzNezgfWyZRqYMpVK34FYrPMIpXGnNKWZONKW0XnOgbWxaJ9kMGWghdP7zLrIEKLegywZSAjhRseXQqH+YohpCVSsuCK5XWBKESTqzGSxFustxttShKWoKqlyqgFMEnJU4+FLQdIqpQsdcgI5JlxxXqZtGUKPaww/+qM/xrve+x7uXjzEth1TisSkhd7WOYwVXKmTjaWDvFL/1joywzDM7KKUknZ7ikJWTpZeD+89xtmyvQFcSx8T+8srmrZhe+sOh0kJG9o4pBO1rDfYMmFKr7FCXbfOdvr5/XFm3uizrkXPpvGzUY2F+rxkiqVekrRj/NhPc9PWpuDqqkfkVX5cSrZlLFmEYZoIovpDMUU2mw3eWy4vL7h9+zb74xFjDTFkxmEipEjXttrL4A3GZabUk4JSW7m6KJPxWtqmpe0aRJpvvgb2Da4naOhVVkBbmEdsGe8HFPhmxBpP1zTEHGcWRUqZFBWuaZqmzJXUtLdGtTmryp33Xtuaq+JjOUm1WJNzhhWPvr62dhInxr5AwTFHxhhnHRErlqduP0V3tuETn/oE/9+P/gP++l/763TNhr4/lofBnsBI19dNwEp+3Ou1w7Fa+qw/3wjP/Bb3xSPMEXik8Uh3Tm7cj5geHZhyE/4PKJVlmfBSPq2oqsy69ouDeBzU9KgT0b9bG3oRqDIN11eRGkdlY6qxL5Q7KR3FhducUyZHpQVK1u9DofWlEJQzvartjLL0HMQYCdO0wqZPlzWa4iMGk8tX5zDWaX1gFdAYIzganbjkDOI1sDFWr4vJaugla8TfFHjJlKJrHb4bSzYjCaJErfWMgfuXF/zrD32Qf/7ud/Py3ddpb51xHEbEehrfYMVjVUaTegGbxgGuGErVa6/9HDFG+v6IJO1I9U1Lt91ijGWcpgKRaZ2tBmd2c5tJWh5cDYz9Hmfh9lP36Kdh7nvxztFYR4ojMas0g7NubhTMWdVhySr1YUq07zptMso50/fDyf01Ey0K5CtRmTcpVjqmBgFtmQVtnde6S4hapzHKX4ohESSSiDz//PM03vH6a68Bmf3VJaZpStQesc5icnHipnYGFwqqgaZp6Fq1U41vEBHCOJ0w7L7V64kZemd17NZx2DOOPW3X4NtmTmWnacQ3ls1mw9VxX/ShlUcgGNW1DqnMn6oPqCXnMBddq2GtsA2cGiJrLSmeYvPrdR3f1puiYOylkSiX6PP+xQM2tuH2ndt86EM/z5/4/j/Of/z7/xNCFGKcilOq80G/Qa98YhjX67evd3HjPtyQbczv/wa38diCbFFjXM1P1JdPoJtlR4x5zH7ceO5qf8M6moebjsWgTTA650u1hgQ06Mg61i3FqNhuTipXIRYRWwINbWKbYvm8VPo0UiZKXJrVUlYjDzOl7mQ/rGAclC4QLZZawBY9ljmr0bGUkhTnzUbmMYG1SlOLy7bAfdap3oqISherN5BZxag6CWPAtg2/9K9+lb/99/8BIxPJOY4hkK3BeY+3DTZbctBMpgZB3ntE1CgORVGxvlazYyeqF7U7O6PdbDkWqmXt3jXFSAIE8VwcJ1Ic8Va4PBx46eVX6bYtznmSRKVSx0AIE3lFXa4ZZ9WTVzpnM7Prao0thMAwDDOvvjZCrgPBjduqDLFvyn1Uu46VCppFtCvXCNa60mGbmcZJaatGaNoWojIC27bl4YP7PP/t306KkRCONF1LjDr8SCLEBBSpC1skSfq9DmHyxuLaVqmiJSt7EuuJGfqu61TlLaUCW0YOh4NepHaj7AIo4mIdOcMwjExxQnAYaxDRFnItIqoRsCuYJoQwa1ivGTXDMMzG3a2M0jrqX9QeVxFq1Qyn/lixYPXMiUiMI855fuVXf4W3vPEtPPfccxwOB2JaosFHuOFo5HF9Pc7O12C+wNFzpnFjYZTrIzkevx7nf77ZdPFGjF6yGvoT6Cah3ZzL3v5W23g85XMRgDv5yBvOhyUjJkEKIAWGER2nN01BR8QVzB+xRNMQA5i5UKtGPETwxmJMo5i5MXhZuputFZzz17qKV8digyIzZCi8eGMSRk7pi7DAdMp8F0p3BDGW6pQUObCSjUTRomk22mwjprCmRArOrgJpSOLXP/NF3v6Od3GYAkGSNmHlRNu0ygRSXYUyExmMMzOuXWGppmlmDHyaJq11iaHdbHn66afZnd1iDIEQVZZXxkBICec8UwnCjkEzDSuGrtkQjgfuPbzgdtzimgZJiWEKGvARdPRgkQuCXIKoVeNkTLMEgqtFUqPCYXWAiW/c7KxijKQQyWPpAdhs6PtBu3atpdtu6DZbhkG7c53VLv6203GlCl1lUkhc7a+QnHjDG9/Axfk5t2/fYrvbEseJvp/KLNhhLvgmMr4xmj051ejy0TIcE3HqGdtM23U6+OTGlPu3v56cqNmuU0NsW8YcgJambQlhZAzaUg6Jq+M5zmQ6r1jalHR+ZDLaKeuNIUwaUZEjaYpllmZmChFjHZWPpkhHpVOqkXEWQogsU3l0/5rG0XWbclGOcwE0TFpAshlSGY4gURklMQWO5Qb++Y/8PN/2puf543/0T3J7+xT7/cTG78oAiSJlLJN+riRy5ccKOnKufuUUfxcgiha9ql3MIsXfrY3gwiqRrMUuNWwL33KRu6ritDdDHo8zsLl0SZaq8ayXtQBpug8GyFYoJOriUGr6XveD5RqUOPeRz0MDgpyLJDNFzqJ0YEqNcsu1FrNAOfU4nC36LtZqtFbuiXEKpJBUWEtKOm0cyXk1lCJaY8hFs8eCcuTHwjgBZ9PqGpj5GihldZVliJCMQ2rzTJ6IGRyWmAt/O+q1yikre6pcrzI3pDwfIM5hjSWQCYWvH8TQWEuTwcVMa6VoGzkOx57dnTNGhA9/5KP8X3/vH/KFF18k5pIVZ2itJ00JYyxGStetFEkNowbzeOw1oy5RprGWmCMpZqzvlAETM30/stuBM5Zb2x3DOGIyCuGECVeyhMY4baBMiXHSekQfJkzfk8mM01iQWQ2WXNPgvY7BXHShEmEqkbHRwR5d29I02kgl2dE1jmmKOLF43yqMFAyg0gjGbQkRhmOAmLApcGdzxtmtHRjDRQTvysCjnMnjhBHorCfGgLUOJ1q0jxH6PpJpOH94yX46koLSJDdtqTGkpWfCYlXHyLZYPxJjop8Sdx/chSxsdztuBlF/++vJ6dGXCyjWM0XD4eGRzVaLPVPoFatqLSIZb2C727LZtTy4OjBE0QcyJ1TZb8Ji8MbphBzj9PXyzE3jdC2ykiIolZmm8RF1yDVfu2YCWsmPTGGao+8QlQkBeWbUmMLCuHt+l3e+951853d9F295Y8u2u8NwTBhUhCkTyVK1ehajXVnZJwVXTkGIxLXKe6FVVjZJNbya9qtlyDX8N3k2okkEcp38VHDyx8AxN7de25JR6N8Jeija8ygVVCNJjVBL+ommKplcJlpd+0wRjDx666ncbzX4C0RTp45JLpBPccpELeIzZ2UZjFEDa0zhpuu+6Zi+4nSkjvITQkpFRyZrlpmTctSt0Wg8BzSerlomUi6Bnv9UCvixiI7l4olS1m0D8xD5UPBlqdchl/OU45INrTI0FSTL8zlVHX8hWK/cesCX8yBGCGPg1u42+2HiJ97xz/mn/+ztvPbgfLnkERrTIlFUzdhoABFy1YKClPR5iTljrTZQtW0DIoQUCalmwRbvLffu3eN41EBpGAZVeXQLr91aCykxDpdMRSveuR3GdgzDEXE6ym+YRpVCDiMq0+0g1z4FPY/TuGjdV9KFc0JORxpf9PyzjuSLAYZ+ICeDNQ2uUcc8ReX3H/fn7DrH2W7L7W3LG59/lj4EDsc9Z2cb+jGSQpjhKOdUrpycubzcs9ls1LYUDaIYdTCJOBVx1IElBZDIAimzvzwgIpyd7TiGI1Vvq+gxssjOfevXEzP0l+fnNL5hsznD3HmKy8s9pIyltKIHjd7bznG135NJ2KZVtUVriGLZ73tVzMsg1uOc6n2MhZsLp9DLdVgG0bS3G0sAACAASURBVEHizi0djpU5kHPmeOxng6+CTWsutJmpXOuJ8fWzuk3H66+/ymc/+xm+53f/PqbjCNjSvq3F0zwbYJkLnusGnLKTNxr7JcJWswqVvVKMfY0mq9HPlM/MK19QjO4JIPXoelwBmZyW7eTFBGVZoAZTdrweUx04Up4JUil5LFF+KYHcUIaoxV+pHORS0Kst8doPASLra7Eu0gpiq4PLxKxRq5gy0KOk/1CGTNQaT0rkHIsqZcaKRsjZqHRFykDMs4jd7CwKzJIowl4V/gGdyVqOx3l9eFNp49dTVh1Z1jNZh7+UaysIIUzYkEr0Wn5rDclGxtJYZVwdOxnZnG157f49/sUH/zX/9Cf+GXcf3Mc32xm6qN3g656SdcBTSQwV07Z1dOLqn7NWG8O8J00afaumy0JvXEuQ1NfazuOio2k8TesZhliy6b70OGim7EtxstYGajRfRf2qeFnf9ypNjKFtHd5r/W/op6L+qjC6YPFen5lxmmi7Hf3Q62QvE3FNw3PPP8v+eOTugwcc+57L/ZFud4tve+YpLh4+5Gp/RYwTU5iYRq3HhTic6GfFGEkSZ9pljHG2H/U8VJp327bEwv4hG4xxquEVngw+D09S66ZT5bgcIt5Ytm1tSw4F+7TENOpgjm6DSGaa+gK36BSeTedU+CxAnCLH/qqMVtPI0YotTS4Fkqg2EKj5fEoaWUnMOOuULoWUxg9TtNvrJJnpRBK4XhxjzMyVrzd8ZRT8wi98iO/97v+QN7/xrdzaPcV4GIuSX9IUnBr9zrZYh0DUHa0GdmVnq3meo/DyVW3ltWInqz+vAf9s7GX2Aeutf+MrlzrCYrhzGZs4Q2XlVBtZQ1Ayv57nLS36PoJgbmp2SppdmazfL8nEYhRFFudui86MsYsDNgVfqtlPLpkTFVap+5PQGQTIjP2mGjmX02wxmiFFFaUzYldnUDOCGFW0KqaKI5djN7JQ/JIHqT+v3HnZLVmdTw0G9Lw31uOMRrAG5cgbZ8jeYnKiMWgXrCSMa5iIvPza1/jRH/8xLvojoxFsmE4M0sL/tuUaycqJroTBUiL0PbZMZgopLgPMp4kcI9vGc+vOrZlyuZbRhsInN5ksmWkcMM4QYubycgRUqkAzsoTHl+uVNZMp+zMP2Sk/930/Z+H6jELOE8djj7O+FFmt8vW9Q8QSpqTQDoAZyGmi3bTkGLjYP+Ti6g737j/g4fkFzWandT/r6HYt+4OQDgFMGR7SNJBhSgNhCjoU3HmMWFzTlaAxcDgcZqdXjX7btozjyH5/oO/HVZCZy3szbftkTPITM/S3NzsV7S+c4c2ZTjy/2l8w9KpPMaWgXYFepzGNIWKcxVnBiapdkgTntVCRnXbLjmmZ+7hUqkuzCZBZIqecjTYJJY2cLAoRIFUsyiyFXmupuvMV3okx0nXdXPSt0UYIWkt4/euv8eM/8U/4n/7G/4I3zSJeVoxNSvoEx1SgD9FUzlTkOp9ybOaoeLaaJZ2/MShf9NBZG7h1BP0NRPSPo3RVyQlBSORl/Fn5vKrAKJShK3nZlkj1BItDy6kOzGaWZ16vjMJly3HDFJNKyq4MUm3JX8N11UiNKag0BDJTH1PUOk0u+1XhoOq4asaRS5EvZB1p5zJkK0iKTAJuBTfVvQ8pMU4KI87u2RhMiKuRfWF2WvNNIBVyE5aWQM0mjGjwonBVkQPIKnngsRgreN9iiOQUcN7TbBou+wM/+TPv4eHxyNU4kqyDMS2Kmnlh1azH/dXCa+098N5js0JNTdtwOB4JSXsIXJngllJinMYyhzXPBeFcUpr1hCcdE9pgnSOEib7v5wa1cQyIyScF3xDCnEVX51Gfv0p4qMuIwbuGMA1EcpGdqAQOhdsyqUg4WLyPfMdbv4Nx6MkpcXV+wWd+87N412B8yxQmuq5jf3XJS9MV09gTwjBnQb5pSCmWDuqEmISxOsRkvx9pmkaZSLvdnO2Mo4rhOec4Ho8Mw4D3WkNyzrPZtKW3QlbZ27d2PTFD751DskbU4xiIU+Ls6R1P3bnFa6+9TIgjQx910G5K+LYybcCazKZ1WIFxiIjOrdeGEmcxIavesyzDOhSLL8YuVZxYH3hTZFPre1XL3pKyij7lSr+KynNdQ0A559k7bzab2WNX7egpjLz41a/w65/8BH/0+/9EedRL4bNKFhTIoJYh66NdRxRWcmiN+inO4CT6y+vXHo3o19nMbxXRP8am32js6/6sE6WaMSSYjb2ATjIqn2WkAhOLSub6w+fs4/QIoDa35YSzykOOIeLNEnlWYy+yZFeUr+qcw+wE1M5nQOUPKo8+Uwe5B3JpqgJ1YCkmdUgqqEIuDVggpzRKqUNGUhlmodfbFCOeUpwFzaqTUeLAAvlgVowvUwvNemwKIy0wn3LGC6QUI67xpJw1UnWew37Pu973Hv7VBz/IIQTwjmmcaIvxrLWpSk2sUfHiPHVaWTVozvsyBGec4RPtFjVltKHy9sfDoIwk70kFFnXGa+E2Re0ydYaQJtKkwg8q6WtAMilr4bRCPGu2T8X7c84zHNI0zdwZawr8tt8fy30fy3W2BXKNBfO3SNGx324cxibajcdko81fw8BxmEhDwDct09QDOjHLN5btWcc4jjomUSIhTdoMhSHmicMwEUMmRuZ9r9G8SkMsDZ71GEyZ+maNo2nU0K+dwrd6PTFD3+8PgDCOsUTJhocPHvDtb3qeN77hDRz2l4z9XocUmMqIEZy1pcgHOGEaAo3rCMbQHwMhKdfemCXXtUZwrp2j+7jizk+p6KZJLg+tPjD19ynrYGCKnsdm05XGh+mkpVpEOBwO2tlbIJ0pBkQMYxz4qXe8neeeeY7f/71/gHv3z+k2W6S0uaekjaMLRs/McliYLIvBjzmCFMBHKOev6u2vDX1xHCJa9F1Z5BgjdRZR7QXQdXNkf6Ohl6K6WCAcymdV9ssMUeWsWulFk6gavCyqGVPZMUakKDcu6pCVulob1pwz5TB0f7wz+BUmX/n3Wjgsre2mRuorZVMWBk25wKRitAVl3diyr9VZiKgxj2ikHkbVVp+L9m2Fjsp1MQbnWobi+I2xHPojH/7oR/jMpz7Od77lzbzhDW/k+7//+zEFHlQNlFyuq8zaOjGHAls6JEftfHUeC7Tek8PEpms06m87rIUUEk3XEE3m/T/7L/jHP/Fj3L+4wO129FMgW0sMASnNR2ssfhzH2YCmlOi6TgvQNZApjLPpeFCIxKuTGud6FYQUaNu2ZLgqJKaDvTWCFrFzE5f1btaJ7zYNMWrUXnHsOuovhjhnHPUZrYZ9mqb5GawqlDkrpbMOHNFO3VCGj6QZig1BX0s58ODBfa6u1PYIhilmfLthKEa26xRiCTFpsEDGNypPEGKYpTLGcSRTVD2tFmVVez/PNYY1hu+cY7PZaPZS4OeYIsfDUaUPSgbzJNYTM/TDpBctBmi7jUa/08i9+w/Y7Bq2ux3b3Y5+ODClgZyNdvRNAUl6oRtnae88xcV+ICcdjTeUzjNdi6zB6Ui42lwj+GZppc616CiKoUrWxhZlB2Vc408KsTWNXMNEdTZlygnvHV4caQrsj5d85nOf5i1vfkvZJkrJzBltKNBoxtQ5sDXIpdAD55/rMdTwXGaYY85YZ+OVSYWtkWpRb9YkWRV5V6n7TUXXG6GbnIksvPH6WmWMFECpSAaodIqbG5oWBb967mpkX7FzZUUViErDZ3XyN6SuhnXUrsc4ox/kObODOpSmvB/F4gG8N3VLmhnN1FYtmM6ZSYm4c5l+UIdJ55wZY1FmMQZJAhK1m9UKjWtB4OO//HHe8953M01XfObzn+Jsd4svf+3L/Jk//Tae+7bnSQlap8W3FBUiMkblfI0RnBVIBZpyOphGTMI2hpg1OmyioR9Gdne2JCIPLy/40L/5RV6/f49msyEiNE3LMIXCesnzda6NRGtSQoUj69SxXK+vSKGqlih+xV6z1rDtGjVQhjLyT+nJ9b6uOLqIEOJE2zoymX44kGIqY/VMgTNGclLhPn3+mhmTXzdszdd5Hj5CMeqGMAXGaZq7TRfqbWHw5UB/GAguMvQqjyJimJI+RzEp68iGgBTjnggc+mO5EQ2bri3BiUGsZjht0+rnj3XSmGZO2+32RHqlPg/DMLDd7vQZS4EQx0LdtNoD8gTWEzP0Z7du0R97QtQ24zoZZgwTw8MjZ7e2DKOKAVnb4JoGK4kwHUlZO8jIMIwD282Wi6u+qMWd0Y8DdRxeHcdXL2qKeeb+qn3QG1A0H55XKlEJptwEAika+oIB+oJFVkyw3mBVGG2KgTAGOtfSug5IfPWlL3N1uOBs9xTTNGJ8q5h9scEiGrVLLsqDNxhYxZFVqrlS3uq/+Q2rbzTIz4XOpbCDpsR5xn+1p+Cbi+g1gC9Q2Pp9CdXAr6dznrFaddmr5LNa4qnqNEoqNRSNfIQF35/n1lIohI+sxfjXekzOhbkzo0Jl2pDryr4Xx1YOpj5rtWa/wEk1fyjc+rJTmTLmsUA9aYajKHWLXOC3jPEWMZmLq0s++msf4WJ/TrsVpjCQp8zP/cLPce/hXf7qX/5h3vhtb8LWbM65ebZr45sSxTtyjtoPAHRtQyYy9QNhHNmd7Tj0B9pNy74/Eom882d+mo9/8teXLgUxXN1/iG06jHfENM0UwWrca+S47jBfM0NyNfiizY/jNJFjUGluEXKODNMwG9wK6c3QXi5QUa4NWJPOmyiBjfPaOR9C4Hg8FuqkR5mxS0Rf2ULWqg2p+weKeQsQp5WTKBlaZewspAqN7KcxMY0T/ZQKjBYZp4hzgncWso409aUZLUYzy3orilCm7haZlhASMQ444zDi5oaydR1kLZNcg53Ly3Nu377NnTu3mSYVlZuCSk08ifUEefRHUsr4pkXEEZNqaCeBKUxqrEt6J8ZjpEUkQBoIYaRPCd+2WONUcChqm07KqihYYZqars8G2Qqu6JsATFMtUp5iulJwXBXrWzDfOrS4YoU14qmRKVSFPk8OmiZ2DVxeXfDFL32eV159me/6Pbc5HI/sfKuGIpdWocw8ym2mJq4QlyUCryZlhcWLlOhUHvkdcyGwGuaSvVQ8WEQzJnk8Rn/Tqlzg+mlGNBJOFYbKCwy1qC6W18rBuVqnoEImaogoUsE17xDR4mleqQDWFfOSlWiEqNuutMt1AXimJNcaxfrnzEJamvd9OcZZIbVcJHVGpmxgoWZS5Aoga9G2dWQSn/v8Z/l3n/w42+2Wy/Eet5+6xdhPbHYdH//1f8szzzzNj/x3P1K0bzKt7yBRhlboveFKjcgWBccpRh48vMfh6oJ+HPjO73wL1hqmovf0yquv8PYXforL455sdNi9YNhsz8gYwjQqfDafO5mhjIrNAzM0Miu8OkcGXIEiTt19ge2iQjdiTIGC6txmM2vR1KK8dX5+XmshMiWNfLuupW07nNXgKqZKu1wM9TCoU6l059lBxTh78a5TGKjCUuosElMYF2eWDWNMpGzx3RbjG2yTsNbQNZY0DYzHS6ZxQHIDZgXHjCOHQ19si7KDck6MwwhpwLB029dzXUXh6ucv/QXCNPXENGoT6ThiDLSPDj34lqwnJ1NcIugQI+M4MIWFx2udI6bE7myHbywXhwBiccbiN4k4QUraydhuGq4GLcyQLIfjsTQxnUahm40KG62VKtXwl1FfBc9dIhoD4vShV3I2dbD3uvhT08WKsc3YoWQar4Um3zhS6xmmgYvLczbbrmilGPqhYK/1nFRDWPb7enytu7OA7bMhy9qYtLxr+W6Be0z5YZmnqzh/6WNdY0Qnl+oG6y+nRliorBpmjN1UvBvB+EWCNefFuVpvC7+8MKOknoYVY6icCblByz9nCKvzYO0y2EX3ZWWocy6OjZPXanS/nINa8NT9SfXvculw1XdS1QvV4CdyHJRemis0lBjHQGNanLN89jd/Q3s2nDbxTUxMeWTrN7Tbhi99+QscDlfc2pzpXNSY8dYhWTtkQZCEFokFXGN56eUXec97foZf+9ivEGLgB3/wz/OX/osfwneer9+/x3t/9n28fvfrNJstxnmmJAxjom027Pc9xIB3di7I1si9Rvhr3nvNYqVcpGEcEVuoxVKG/lQ5cAOucfhW/+bYB5Z6i8F7V+A6SkaZmMYqP1E6hpOyTpzzpLjMI1jfAtVgTqVmULn+lfY89L1KOIgwTUGbHgsVWrXp83xsOWfubJ/i/6fuzZ4ky6/7vs9vvTcza+meAWawkyC4AEGaIqkAaUAhURYRDr869Oa/zRGOsCLsNzMMKyybFIeWBRAEAQrEYHr2nqWnu2d6qa4lM+/yW/1wfjerBiQtWUY/MCMwwBSqKpe69/zO+Z7vcrnbs58DMQEt1lGlRIpgEBqmdYaitSQStB5Kdl03F9sWmbsypSZKFrrlsjBeGsSFQbRAZrlkOq+4uNwCQvJYrzv6lcf7f2BRgtppckzkkohFQsG7lUcZRRgj45y4deuY9fqI/XQlY0spLduyZ54ncoLtdmBz8gKowm4MrJwn5pkDBGDkxg4pHTqG6+ukMs/joZSUck27TC2GDKSYKKCzx6AqvffEEFDW0nnPOE2oBd/XmoJwp52R8W6aR2otbHfnvPr6T/jN/+K3MbqjpoRF44yTTvVQGNura/CBqtcdfr1Z+PSni/0N78cDZv23S7QU94VbLoXeQFN3fqoKLoW/daxtE7A8A0UfSn07oNSnfHgW+ElgGvk8hfHSmCwtL1UsYMvhpVOla1NtHKhFDg7aiHzzKFSVA+VsmRaWj0g3sVITtQruTbp+F3X5jK+nB7EZbrpWdZMhtHwH169DNaMwdR2ELe96oc9qKOIRP+x3vP76HfzKc7m95PT2KdvtjpXvuLq6pDMdwzzy6PEjTr96AsaSpoTrHL0TAY5WStSVRUmUnoE//u53+Tf/5//O5mTDftjx3/+r/4Ef/PBH3H7xNk+ePeWNt9/k+PQW22FAVymeWhvGcS+04BQwVhSbKTUjtypZttYsOwtpdFKJxBga1OEwVjX4JMny2lpZdldRgRYKIcxCcWwNkcB2ok4t5TqQRBvBoeVya/YkzmEanJdzaVYl15+1WdSxSQ6XGKQI51LoGh2zVuHjL9dMKRnnu8NkkfPipqnJOXHcH6Orw9QR0/W4vmOKkRgngY1zxWqBsBKWFDMhp0bPtO3AKExTJKYRKqQsNgl+ZfFOoZRYNytlxB8nL/eWloxhYximS3KRxa71UHUilYz5O6zBfxGP58e6iXtSTHTesz4yTdI+MQ6BFDNd10PW7C8n1k5TnWWapoaXecnL1EaYERkchbWpgmeqFVOKpCzJMkWqASyLwrp444Ax7nrhtGzQ22m7dJ9Ll7qMuke9pXPw4skJisyznCjWcj6OzFmBd2jtJRWLLLLnXjwt3v3oDh/cf51/9I1vUkdQxaAyBHNdppfnPQiB2tdy+/dFoVtpjKEGyQjZQ7HQNWlWykop6nIotIUjpalyWzFXzZDLsHRs183zNe7dMJn2fNF2rZtpetf2/KqqViDVAS4xDXpAt+dtrKiErDVre08LfbIa4QRZLRAYC2unKhTN5rV14kovFg3NfKt9dgK91cNnKlOHUGQPS0V1bdIlhb2y+KkUFFUvXi8LpNRU0u3zqClcH6g2ozFopADVArpa6lx4/OgpV5dXxBIwvSIPhQ0bypzp3ApnLefnl7z2xht8/qUv41WH0T05Gnrn6XuBrrz17CZRfL72+hv8xY/+mmDEw6a0Tvxv3nmdcCdgncX3PWOMBypv1U3l6yqZRF4lsoWo5POTBiBRsxT+rltRMExzoKqIW0EpEe01m/URV1c7VBbBkTXL/Vjw1lL0tWXzetWhlAiVqIoYWkReAqUstpPAEucsqNKWj5Vp3BMD5KRROIzu8EajVLMqSeIxZZUscjXSuc9MWCs2J6lcu1gqRCC1THu1IhNDNShl2T46w1pHHwpfePlFjk9P+eDePZ5uBxQSCai8YkZJ1qtXlJpQqlJKZLe/wneaqgO5RJSqWN8U1T6BroQAMSi06qHaRiBYYFWZbvzGstkc068sSiViHghlJj+fOv/8Cv1uf0WYZXnSdZ0IEpQEKhxvjqgVYp4xrm/jYCvWZcGwBMdMObb0l3oQPaSqMaUyxyhFA3WzZ2NZ9EGVpJfaRsobi9HSLgIpcEvBLS2uLHLU92w2a8ZhJ8EC00xthdXhpRNpI+MijXfWcnFxyXe/+12+9pVvcHv1ElUbjLKHEI96ozDd/M9SmP6jjxvfc6AU1qUrvwmEtJVhvYZDBDeVcbqhQa3Amfb5LgEf8g25LaDU8nvq0jovk4c6YN+qOXOp0g6kBodprW4IBdSBb3+zM6+5JU4VdcD9gcPytqh88NOpWrG8lAXKqjfet7Ah5CA6iLK0KKAP+gqu8ePlcFVNOIWqQvGsHHj4h0PZyPVTy0LFVBjtyCTefONNhnEkEnG9I08Za5b5rR1MDYJAiYT/2Mt9MMeZ1VoyWI03GKPJNfO973+Ps7Mzqmnbg4pY31aDNcLFTrFQMvI3lOqGUmCbalg+TGEcaQ26yIFmrHS83MCbC6X5+ItKVWxBhAFjTMY6WUJaq7FWg3NY64lBumatK9YaCd5I5XDIzmECk+h7T9f5ZnmQyWmx3lA37oksBnRZaJ/Oier0WrMs70V49J7Od8wtlWmhZ4M9WBRLcyEXoHOWfiXTjFt39BtNyANj2lJUIOZAVQllHZlADhlrHUpDTln0HdaRU8Xq9cHyQKwbLDHOTCGjMIfPUJtKv7JUIilPgCx+jS7ktCXMCueh95BrJYThP14D/jMez63Q+95SSOz2W3bDlpOTU9brNaCwvfDTh2FkGiacsfRdx7pbE+MiGpDOz9TaYroajl4rtTpKjTgLzopyL4bUJgCNViLb1ojSsiL2qAvOqIr4iMiFaBruq6lJJo2SJNd23O/Y73d0qx5rNCebI2zOxFIPCyDdCk9KEi1oMDx6/Ji7d9/ld3/rRZy1lIbv/7ynzE0hxaeKvboBc/zc4/rnG7TTJpeFeXT9jdcw0PVB1mAVEN49yxlQD1x06cqFFWOUFM4lF3SxtDgU0MULpz1H1fXw+S64fjH6QLVcaJLCIJPfqYqiJNEIqMMLrygWLnYLfuDauZKG76ubYqxW/UU+L69nEfAopei6TvD1cs3Jr4hgR+qjvoa2WnGU7vdaUJVqatTNBl0133eq4r3378rnqPQNlayMTYu1QqmFs/MztNa4rgVqZIVWlWEcqVT248DqZM123PH6m29SG59+LpFaKilkvLHCSmvFuDaFbc2y9FxsiiV4mparWrFoOVTb9NP5vh3yIugyzU+KKuyycRwPe6pKImdRsMqSJbWlruDP17i1kZ1VCcI80xprFX3XobUkV5WSmefAOEzEmOm6I/F4LzIROGNY3PUXskUIAp9ghU4pNMXr/NplWoz1evG6UHVzyUgegOOFzx3Rr1Y8fXrOe/ffoqBJVPzGUKPArN3Kk3IkzoGcI7qKAEvhKUWRU0VVg9OWiiKHwjTLIbTI4WRxn9CuYp2hMoEeWK0NXe9Ig4j7UprYDXt8rzk+XuFXf8dN/wt4PLdCX4isjzqUFXVdUZFh3kvj7jXOe5RXxClCVugUD+P+YtIEBecUapEekgkpkaskr1ctApNaolgNVOE/p1LQVbBTbzpo/9s0WMO2AOUbLxaU+Om4jSxcb9865aj39H3H07OnVCM2rCYlLvZ7CSlGBBXaqebYV7DGEWLiwwcf8U+//S+4eran9+sDQ+SAy6tP+6t/qrPn75/fKvVQ1BY+r3RT13j+wlBcIKnrn0XcB7kB3yw49o2Da4F1tLPtzJGL16CFKVXSdRu9vB/NwXb5cMgoWKx/25uUGlqWt9Cw/8XTSylKC/ooqrR84Ip1XC/6FoiuwXCLa+fyfLmWw+tYGBuLT8rNaao09eu1T07b+SjFkpBUyxJq0+iczqFbyvtykKHh2bNnPH76GOssuRZiSgdsH/TBOZNSeO+9u5ydP+WXPvdLqFjpfYfVhTlO9OsVcwr4znPvnY/4+NEnhyZiMcfz1qOVleLeHDMXFsiyLNTaNFZMRSvX/n4Ko4w0JjlTS1s0Gw1ZgxEn2ZwWGG+xS6BR/yQG1PmmL8ni55JSovO9PGcpxBhaFywccd/1ONehdAQa3q/kkKEqug4UVv6mquC9OVwLcmjK4Wytadm0TcXbjMAWwdICIS0Q37KILY0YoLVBm8LJZ44YhpEh7tiHnYj7rBxe2ovvjuTpqrbjyO1zNJSimKeI0Z6KwnmhhYcgVucgxIxahRuPiozziLIK1ERhwFfPHMAkz3rtsXbN07MrdhdX5LBteo9f/OO5FfpuZZvqz7NaeeYYZUG0WpEIwndvWFWdCpdXV0Iv6gQWcd4wjhMGTSlRFJLWUmqAWum1Zj9P1Go4Otkw7Gfp3otCLZaxtQhk0gpSae5wyogh2mEsl5aYrnOoKqPp7RdOoSS0UQzDnqI0/ZGEC3dKo1Y9uYitqTOWrvdoU7DWM+8Dr915jaffecLR+oQUZ5SSbfpSbG76tPw8dJNbcT1sLm8+lvCFBouIb84NjP5GoV8YB4sD4eGMuEa22mHQcByW1KQGTdTrkdg0S9UlAGN5fZXalLI3D632/1TkPSxd9GINkQt18bQxCD4vTyR2FkVMwtDSIWKab8kNjv2ndxztuWrFNF78knSk2+dxsDrW1wKoUssNir6celIs25eMaoZ5tMOLVjDkuWpT5b7zzlt88vhjsNI9llrQ2OYpnw+vVWvFxdUFj5885td+6WvEkvGdZhz2khmq4ej0iKwj3//hDxnijHGOmCPOuBacbbHGCyusFJm+mroWaAZe4h+vtcVpqKVgUKK6VVBrM0cDxnlmnCeUMSIQOtCKC6XZGEDh6GiFdYaUp5aYJIedbVmzOcteQelKrRGBKECbyjhuySVwcnKMF/vcEQAAIABJREFU1poQhEGz2RxTK+RUGx9dnq82A0JjNWmeyUUglL7v2vdwUK3X9re01mCM3EPOydJ4DuOBLWcsVDKPzs+4urzkcj8Qaibngq5Kkp+M+GLV5sqZpgpZDuuYFgV4RakEShHmSJhozWOzhJgTzmn6Thq2SuVo41C6b/dh4vLZJW72XJ5FNkcrckykqTCkcn3t/YIfz6/Qe8HJjJWbLpYoS5iayTWhlRGsTmk632Oj0DDrPInrnNxNpBjpO/F4d9bi2gY+ZeHlh3lEGU+tBW8dWllSEPGQVlrClFtH45uUWsZ3rjvMtrDxzpGy5Ele7a7YrHoePX2E9paSC3OYKFU8cbyzbNZHKFWZkxwySomAwljL3Q/u8sMf/yX/4g//iKoKGn/o4q+7pRvF+Uaxv/l1gcub+2WtN1TBrQtecPLla63zBRkf/3YoOk0B2Yr8DcpdSkE6VyP7hpTKYXKoZjkkmhhqYcU0wD23oBShgsq2RB8OLyMvsOHDehmtG+Vv6ThLMz1TemHyKFCF2PBRgGTSAXq5ZsLIXqG26cQ6T2qUNtd1B2Ul3ICxaqWo5fBXItRRzcp44Vi20WYJOI+50Heecb9lve7btVK5//AeIc4449Ba4IeMwI6qQU2lVowV1sXl9lzwfStMF22UBFmoyjCPlDjz+ltviGFaahbD2uCMFafVUg/v+0AX1s1lMgrEYxp3u8qt0HqG5XAWa+ZSJLxHcKja9hOWGGUn1nWOnBXeG3xnyUWi+rQW5W3XHGmvTdHU4RopNVNqJEZhoHjv2jVnEBZnS7dCIKZaF2FdBQ2lxqYbyWgjk50yBuvEwyin3N6OwI7GXPskSeuWKUUOLOsc1snvfPDwEXNIxFgoVaONA2UIMePwoCUftlIxrNprqGBkGat0QZlCTDMxjGgjth1ayyHndKXrO1QLHLLOigDMdcRYubq6JIwGXy3DbmAeAtpUrHV0Rv+/TvP/fx7PrdDnMKNR2MZwWXWelCLb3ZZpGjk+OcV6DwpCDBin6UxHnGfGaSQGRQwzOUXyaoU1Wvj1VGKeSQW6zlG0YQoZrYXHrak4gyzgjEUX17qSRZlWRHRlnYQn18o8TwIFBEn/cU5zvr1EWZhyYM5RNvdFFkXLIRVjgwequF4ue6Upzqis+LM//1O+8Y3f4Iuf+zJ5rJ+CEX7esgGuO3t9KF6C+oGsoHK+hn3kEKiQaSHmS/dehHFTG9vlRue7QBylpAN0U2tjLBgw1oi74ByI0WC8a7i47EZ065QXw7qbzUeuYiok4QwtJlLJ6bBknddamo2w/H1of49l3yDw0DXSuTTw4uteW1FpFrVaRFcHSKch7EYZdvs93nusc2x3O5xv+aA3L9CG0acbI05VHIp8XU7Pej1pKaXZbresVp5pGjEWfOfp1471pmdKQTyTnJNwj/aXqypTGsw3jHvee/8uw7RHFy2GflropkVDt/J8/8c/5b17H8hBRG1cfkNnHdZYrva7a3hNyeFhjD54Bi2vV4pvwZrm6yNjrixljUI7Q0niq6OMJuaJEiMxBbquk8MszQfxm3hBdYdrdZomBI5ZYD+ZLkpJpDS3v60c1sZCiDNGW5yTAyKlTEqx0W/zQdVtnEG1LFfpGxSKQt93QqEtUL3svHLJqMVa3Bp0hpQCSkHf+7bvKoQobpXaWCoW5wzGdIAipkzOtR1iVawnrDQrQvnMck3riO9gmq/ousp6U7GuyoLXCBtI7sOBUiqr1QZjnNSGorGuQ21WEC+Znl1h6wpKIsWA7hRFSTrW83g8t0IfhqmJnKpc/ChunZyyWR3x5NkZF+cX+K4TnAvLuluL1NpqwjSjKhxtelII1FwwpiNOiZNbJ6xs4Wq3o7Sg3q43hCjLolrakjIDNaGMlXGyFHEaRAyoak6s3ArZPBWho6VCThHtOp5tLxnCQM6RuUS0Fk9xlWVMLFSGYSdf08vSTQItjDWs1j3vvvc27773Di+//DnUjY7+74NsPt3R31CZtqKuFsuH1tHZxqChXnfxOZdDJ19vWPkuUEWpSRaQ0LrojLawH7fUWuk6z2rTk1uAtLxQ+ThzLejMoeu4WehLg3J0W3hqFJbaWDZt5G1Yv2qFpipEKKRAW3VoLAFZnLbfba0/TEHLQzWGCbUeQKNFKXl0dHQIivZdx8Hp8OceWkksnFI08zI5Yq6L/fIU13CQZLRCLJFVv+b88ownZ09ox2pjMml0aQt+VQ44s6LireXDex8S0syt9S10FUqoEjIJzmv+7f/1ChfbLWhJqnLWolDEOUpAuWmHt2qsKN2Cs5PAB9I5F7SuzOMoSnKlUTXjGwRSlXgZVZUlYaooagqYWvBe41oHnHJElRY0bg3G2ENWqzGy+DVG6JKlZlSzEDAWVr7He8c0VZZg74R007XK+sZaizEyUQnHIVFK0xQ4OdhkcS/JdDGKSaKzHq3lmlzYUbJvkSkzJlGaGiOQnFYK6w3G+HblamLMDPuRWsQNNIw7lKmsnJesaa3QJlFroqgINZJr5ehE0a8NlcAwXLIbCn0vi1qQWEXrLdpMiEbUMc6RMFfCnNlfjphUsc6K7XOrB6VoUvwHhtGnKaBcbWYsmmpko328WVOKYj+NoBTeOhSKjNh/Cp2rl4M4C/6bc8bQU2vG6p5iIs52bMc9eQ641UoyRtuCTBcxOEohgpEU96rEB0Y7ofiVkgmlhYgb+Xq3WrHfF6oVz5wxB4yC1fEaqqIkQIv/zoJexJRQ1qJatuk0B1Z9L8rGlePuh+/wrW9/6xBS/vdRKH++4Mt/SzFeunzjNTle27gmhH/+qfixer1IY8kdvfHczWCWhe5XakZXwRM3R5u2gJT8zrL8XNth1AqqZlItN0zZ5JF105Iq2ZGoKnQxUX7K9y3e6grASGdJETBB22tI5eenhWqcFP16PaGURpXUSl3/zlrFnjcnfOdxnWccRySu7W+bRdWqybWxb7LABgKptd9Ylx2J/G3mlOj6jpRmfOfYDzuenj3mnXffJqQg/vyI971DH/5dXnMRy7lSePz0MZ88+oQXfu02JWSMrq3QK15/+13efPttbCfB2q7v2HRrTIYp7cUIrVMsAefaLk2BHDC1Yd0xBVKKbNaS2lZTpqSK84Z+7ZnmkXHYEVVGWQkWMVqweOc6uX/y3LpxyUvNsxyYonZPVCWBGtdGYwvk07FedyjFAeNXbVrKuaKUwDJK6ZbWlBonvWCdwplFSCX3aYqBlAQCdE4m4niI4rNIClhmHGdyTmItvO5bKtSMtRJ7CJUQ9k345Ok70WzEFKl1wPkZZ8HbSM4BbQyur6zXHaenJ4Lz10TKE/M8ELOEmKQcG81DXq9br+m9Jsx7io3EUKE65inw7GyLs46VXTHPo0DQLXxFppPnA9I/v3DwakThh8U4JxzRYSaFwqrrcc4Tm5NbqWJ4VVMhThGtLJtuQ9/1jGXG1EKcK6UYLp7tUauAX/VsgKtxz7DfYZzDWStYXZWQaLeyzLSxPhW4MfannElZpN1ZZaY0kYpijIFQArUmut5BLqgkrB2nHMY5TFvSxRylyzVGkq+KjK8xZ3JJrLqOh588pJI/5Ql+0zXwb4mnagUa5Q8p9IelZruxbfNtJ5fDYnVZSi3js9Spn2P5GBrnvy19lIiRtIHXf/oaZ2dn3L59m69//dc5OtoQUmw9eCv0cAgXWS7HpSinhrNo1ZavlebTLoe1Lk35q2QMLyrhrZOleGmOlCwHQeWmXjWma0+buoiouFb+LodOrdKlGmv5+OOPyTnzhS984VMY/c2HhIS3W6Dx0Ovh825qXBZ4CHon+LVR8Oabb/DOO6+zOV4xhwnnHPM8yc9qI0EzpbYFb/vbKpqadOInf/Mf+PVf+RpGG5SGUjO5wL///vd48PFDcruOHCL2IoHB4lxlZJKuucXroWCaxSCwAMYqXGewGcI0kaMobp2VjFVFboHlEWUUyogAqteKvpMOu1IxVTjpchU6UttfGGVZ9VaW1Y1imXNsFGNZxKI6uU+0xjpDTvIZGK0xxqMQltputztg384rnHYoLQ6stfWJSius43DQx5SYprldb46CxbrFW8bK4tga5jmDsqxWwp6rFPb7HaVMjZ7tODpS5CzWzMfWYm0h54lp3OF9wTnDZrNhtZIDvGSoJbHdnZOSwFYpVnLILdg+obFsNkes1pqL8wu2u5H1aiOfqRu5dWsDo2FsMJkssJdJ7P9Llf1Pfzy3Qi98a9CdxtuOWDLTPDCME/FSOPGrzREK8Xl3Xk7ZMQ1YrVivj0hThip2nzlk+m7N1XDG9mqgSxXtDd515FhasIgip0gKAW8d69Wa0t6i0C4bJRKRLS/5jdo0IQsZ523j0E5o2wIkUPROXBFjjBjdBBFZlle+7wkpk5qH/bTfc/v2C2y3Vzx4eJ979+/xjS98/lOhCgec/YBA3Cj09cDCPpS7QmNPqCWLU4Ou5KQo+VocpI05QEmL93tluYBUq7Z1GRdAFT568JC33nmLaRp58PFHKFP5rd/6Tarv2vMLNLQshBcGz6HYI9270FvVNS5fINQoVFeEnik6uCLmBWYJCKnC+1ygnfZ7NYVaVTODu/ZuL1VzUKsun8+ylLSWBw8f8sorrxBj4Dvf+Q4vvfTy3+nzXZWmKtM+Dn34mywUw4XNIkIySEn80+McePDgAc/Oz3j4aORqe9nYL43Vo7QcwnX5kFQ7VK9f8RtvvME8z5xuTjDNik2rytX2ilwy2jnWXUdOQk9mTtii2ax7UjPT0lqu65ILSlWcNcLzaBNETulQPERtXdjvt1ztEsZJQc9KzMw2qyM2q54aA/thpDaCQphb5KZxWGtkkkCusf20YxE5aaM4PTnBGLEknsNESsKACSEIJbEuNr4RVUUZIR72GmMqxlaBWojNO2ZhU2mUsoQ4M0+pibHM4XNd9SvZOWh5j6VkwhwxVuNNj25TuOyIMiGODLsZY4QO2XeGo2OH7wyKwLSEHekZ2ymKCjw5O2PYZzrvyFmz201tea/I2aAQ98r1cYe1MI4TpQRSnjGmMM1bSgZjK/vxHBfXaFObf38+7Fdi/NuT5y/i8fwEUycvUinQ9ww5sR+2JBJ2bchx5vLykrE8xViDcp5hugC9RnWJKUxsU4/WlkEF5lIxvmPOkeiOqMZwvt+xxrNabQihYIpGR01Nld4cY7Vlez5S+guOjk4wnXjL5VgpCbzqRAAzV7Qx9FaTVaLqgkbhu2MoFle1qAyreFVrU0EHppTI2UuhipU8JyxQYmDjPfN+h1WwvbrilT//M77y330DZRXzuOeFk1vsr3Z474m5jfRW4K2QMxClkFaDwaKR6cggx5RRGa2S4LDeQHXUvFgYFKrWUCPeLdhI5fLynKdPzvjlL32dkDJGKzKJ3bjlnTdfJYYrrKtM48irP/sBw/SEP/gv/yU5QUwFheb4+JTddtcQoUIli3+2BmUrRUthXhSkucp3Ga2xyqKMaxm/GVU1tVpCKVjvGerQtAgVlZVkiFZDjhmlMsZqcgHvV4xzkEmqWfoaq9BkWZCHK175d/+GDz56j653/C/f/R/5vd/7Xb797W/jfcfV1Y7zZ5f0/ZqjkxfoVj3TNKMwLXKwHOLxcp6Ea++ESWN5gRwG9sMFTy7u4Y8KTx6cizo0aVbGE+OM0kkmyxyJVaGcp2pDpGJNx/l+RyqVadzx+dvH5GlC1cIcAuPTZ9xya8aYiUkKflSR6iraa7ZqIpXAXGe86ohZqMrGOLRxqFSBgq4eiqL3DmsVNc/McYfSCdcpUBFvhQJtTIcpijhfkMxM7aCkTMhI4AiWVEa867FGEcOAqg5Hh9HCRqEmTIn0zpDJrNcWawzzPGFUJqgV2hQUCUWjSzuHsZaQKqkoqnJk7SjxMVbJDmCeC1RF5z3WWNa3HbVmhlECu42uGDXirPjEpyhiR2utCMyafXapmc57Uj5C646u26LNyPFRYL2uGBUhR2rKnFpPXXdM8zFhr9jPE8MwEqMiqgw1sXGy+zHW4FaOMcxoB13XM8+RvFekCDmtSVG87rWyGDQpZqgZ33WkJJTX61zq9Fzq8fPD6JNAE+MQCHEGbeXktUouLN1jvGYcByqGFDP77SAGVlURpwlv1wcaXS2FYdhRAb8y0Hk0hRxnvLWkFMhVvFCMbnhgLaQ4E8IE1aIwWGdl1MpVuvcUCUGSYEqjEFK1xA8qLQHkwELCgNYtlURqkv2KOcAzwu8VdsNq1TOOI+9/8D5XuytuHR2T8sy7773Nxdk5J0cnpFqxXcfm9ITNrVP63hObtWwttO5SY5UWG1+kVS4IZ/ywsIXrfzaxWY6J1abn4cP7vPraT9ldDWy629y6dUrfO0IuXF1ecHb2FGqhZFmijeOeu++9zde//ojTWy8c2B2XF4/p+zUgvj6ylC0CzdTm8njjn4IO1fbzQpEzRlg1Rmtiinz/L7/Pdtjy7X/6T+j6nprAaU9GkWbhZmtTyTFSqiLmgdgorOKDo0k5oZU4K15cXnDvo3tURcPNMz/44Q94+OghL332ZZ48PuO99z7kxRc/y7f/yR/yK7/6W4B0qtYKl32eBIOXgp/bJBbRKmOc4vziXBShOjW4h/bpL3RPST0rtTFdSm3me5qcC33X8+jRI773vX/Pl//lfwtaYYzjkwcf8Tc/+xlzDCR17SVkjKagD/KF2NKcnHcCJ5QMiEuqdM0FY4SlolOixIQyhfWmR+uC0hnrdMtgLbLg1BalXJuII6VWvOtFPYsUTa0kiAelGtFCKJEW05hiEKPAXdo2ryZjWK8tRnsp+t6w7nuoYkU8TxNTzGjbo504ZpY5kJVcKwqHUo6SNev1hnmexNJXGZYIX+eAOot4zEBnxe4hzLIz8J3QXqWOJEqNrPqOzaan5h277RklzTitKLHitMLZjqot4zBwdbU/LJNLgb4XujXIfUGjE1Nh2A3stgOyQJYlcs6i67GmNhaOolDQVR8ccUspjOPUXvMv/vH83CsxxCQK1lxlu55mTZ0rrutlwWQtOo0UIlE1cQ6tQIcEaUZXewiHXp2eoA1s989wREpKIo22SihqVQq8sDM01jp05+g6j1aOFGGec7tYZRy0VjDZXAJae0BTi+DMOUcqucm3ObBbFBrrNM7rgweGajSulGR0XJLsldI8efyUt96+w6/80i/z+quvsb24Elgmg3GObrVmfXLEC595ic9+7iW0rg2ykJNHV7EXkEeluYtRliUnteHfC1hdICe63vPw/j1eu/Ma+6srqPDDv/o+f/AHv4+xt7He8vqbP2M/XBJTwHpD1zm0LqQc+PGPX+Gf//M/YrM+RinFZt0LTKC1dO5odIMkwoLJL2hFFahHoiGbVEplcfE0ijlM7Mcdr915jfsf3+dzX/w8v/3bv8MYgig3laGWxq4whRAiStsmgBGjupJFECWfs8CBP/zRj9hPE7dunxDiCEYWlx/cu8fd9z9ohleWi6sr7r7/Pp//4tdYr44OcNrivslyNRYxorLWYZXgze9/cJc5TFivSM12tlbd+I7yWgSKazsTYw7QW6LgjeFyd8Uff/d/5fRozX/zX/8RQ4n86z/9U3bziPaOlfcMczxYNOgmfFKN6y5RegI7VUfzMMrkJv1XLaNSm4I1ixtmpRJbs2CIuZIrxFJbhJ+G2uHsqtGPdbOm0KQQqSWilaFzK4GCzECtGqs7lPLEUMRFtmhUyuQSiGkSPr7ZElKgs3LtpjQT44DznpVRFJ1JeWCeJwllr55SLcZ4coIpTgxDaMtWzWq1ptRIKYl+1aIzs+RDxBCF1m2EHZZrIEZZJG+Hx5ycbtDWstsPxGkgx0BJhSFAnhGhpFJkdoxzIMSK9+C91IsQmt2JuWbvlFLorCPOiTy3EB4UYFDK4JQ0jgvNOCWxWADaQjqTQjpYRf+iH8+t0G+O1kzjJCEBxjKHwP5qoF+voRkDxalg9IoYM1Z7nLfNWmBGF/DOoIwlTAPjkLh9cpsXTm6RQyFpkUGFKJp+6zwhZeacCEGWjNZKdz2OO3JSKCWuk8YKJj/nwGrVs95smMPMMMlhI+Zr0qWoohC3w5adinRmKc3AfIiqs75rIh9QeLzvZNy3jlwSr/z5/8GT3/wtSqooU+l93zovRWHm2bOB3bTF9YoXb39WXDlTwhlPUUXwTitTCc3mFaU/bRKmBO+rNXO06Xn37ju8++7bnD19Qq2F9XpDJPDgwQe8/LnbvP3OHe7f/6DhowZllNw8iNDk8Sfvcv+Dz/HNb36LeZrRqhBihSJeOIdQaa2w2pKrOUwX6sDdz2252pjuSqFVAQshTlxePuP09IQ7r7/OV7/6NY42tyBpamrWtxhi3uM6jzWeaYx03rPd7enXK/EsMjDOe+7d+5Cf3vkZ/cmaq2GH85p5GnFeLJqV0c3NVDOkiffvfcjXnz7lS19cyUutFaMNxydHzPN4sK3QWtKQVCnspy0ffvQhlYq1HSHEJrAR0Y6uGqUWfyYpyspoUpWlsnMG6wydFrvbf/U//0/cvf8BX/jql/nXr/wJwcIwz6iyWHkIR55aySVirW7iI0UIM6XZAyiliEFcFp2Xa2QOM1rNrLoV3lsKEbTFWM922DPNga6Fb8RUMMVRq5AGnHZobYVHb5T464fAqu/AeGGzHA3kJNNQjo5hL/TBUgraVpQWMZYBQhqwLXZxDoNQGm1Fq4zvO0IqzHGmc6Czl2sAYcjptqyyVnYFlcw4Dihd6DwYLUXXaIH3hiGS0tjUspZ5nokhslqvuP2CwdlIyRPztGfYTxg8K7tmmgM696jaE0Il1AhG0zkouTANqXk/SRavUZacFhgA8pyhKDrjGvFC6MPOGdEOlJZTkFITZiWZlLTFGIu1DX59Do/n6F551hgICuctyhhy1qhaSNMsRlWlojHCz9UKcm3sGFGhWqwsRTKomohhIscRT2LVO0IKhHnGWAc1QZWlbEUsX422HB1tiFGCh+WmtfR9R993DMO+dR2Z0pLdtTLC5035sGXvvEfp1pm2nEhRj4o0P6WMVjIBSOCCo+86nj27EJO0nPngw7us1x3f+Po3CNPEbt7irSPGGW0keLkWTZr3pHiLZ0/PmYaJ27de4PbpLWxT/xZg2eCqqpuPfTMjUzRIJfHwwUPefP1nhDBx6/SYYbeHklEG7t1/jy9++bPcef2nOAdTCKBKu4hFCZmrok4TP3v1x3zh8y/x5S9+jRAKm5XcBAs4o6rQWY22uKZm5sCaqYQgN/vyuRktLAq3PuKjjz9iN+zwq453332HP3vlFf7wn/0RL3/m80y7iNaWkirGG/qu48H9hzx+fMbXf+M38dZQc5ZUJmcoyvPue+9QjWJOkVAiq/4Ip5wUxJqxTReQYiY19fPZ2VO++tWvksYg0IKxeERq772l6y3TNDJNI6cnR3z08IkYXVnNfthzfn5BKo0q2tg5SkuHHYsoPlXj1BstnWfXeab9lkxhZS3/91/9gPLTH3E+DfhujfEebS1ljlBF4S2L93zgzi/h2rJkFi/3ihzYFZlanbecrtf03lJVZQpJMl2zQRmDcZ7VZiOe/iEBijAMxDCLDYnV4u1TIl0nxISUB2zNFDUxzk/QrKl5Q8orlFmxOT4RiEMFlI6kPJCVCJJ0oyOnnHGm+VABNVZqFtKD6ywqihWBdDARYxT9SqG1LK1LEYHfer3m+KTD2YHtdsscJ2rNoCPHpyv6TkzbhqEyDhnfwThPjLuIs4ZVv8LrnjgXwpgJU8Uq1fINpBMvJTVorpnb1aacLULPTW156oylzDJRqawgi+ZGNXU+Sdw6S0qoUsQpAGkulqAUefwDo1ce3Zb0GAlBTpRxBj0Qwp5aNc52UBWpSKJUHSvGwnrVc7Q5hSLdVU6gvKH3nhQC+90F3ipefvlFtvst87zFdY4EhFRwrsMqR4gZbTTb7Q6tDavVCms64U4nUYPGGFC5YEzPZtMzTYVakqg7dcU5kf6P044lmlACFgy1TNRaGkQje4FahZlBkq8v9qjCE565uHrKk2ef0LlOMjVTQClDr5UENcSJx5884OXPfokwjZw9fcI07Nlvr9j0az7zmc80uqUSAYwSP3axmAgYWykktvsL7tz5KbXKsiqMe3Tz0y6q0HWe119/ld3+QlgBFilSTc6tlCLNM51z7Lc7Xv0Pr/KVL/wqnXHkpOhtR0rCPa8gewYE+11M0agC6XStmxbTtUUFK/mfH92/h+/FffT2iy/wVz/+S05Pb/Ot3/+nOCUOgrUKtnn/k/v86Z/+CU8enXG03khxzkl87nVhu7vkzpuvoZ1mnAKb4w3DNOG8YY4T1jliSRjtsJ3DeMgh8+FH7/G7v/c7zTrWsd8P1JpZrXoqhcvLc1599Sc8efqEr3z5V3n3/TfYjVu6XnG127IbBqpIw1qoibx/4wxxSqQsHMGuX2GNx2i4urrk9GhNDiPZKlJNPD47x27WVDRhTOgsNNGaq+wocgYtNgqVayqe+LsIFLBMWDFOVArr9RrnI7FMAvMZhcYQUmYMAWWsUBXnQEgJRSEl+cx8V1B6ppQ9OQVWvRNIqiTWa4NfOaL2pKSZB9lhhISkNmEoKmFcQTfLZedWUuSUwpkOq2QKNEYRYoRccEoJ9u4KVqeDJYa4kCa0tnjv8J2VKYZITBMlT+yHZ4zTwKr3nJ4cCee9THi/Zr06Id86wVnPo08g20SYJs6fDlDBW4/C4DuE4h0GrHF0rmOORZrE1gTVUvFdjzGl5Vro9p4MJczkEJrmQwqCVgbVak6OCYUY0xltDgvYWgppTjdYWr/4x/NzrzQ7irb0mzVGWbCFWArzlKAl3ORU0AYRFGiNUoaYJkws9F2HUTLeCH5qqCpztR3Y9HB8coLrHY+fPaFS6fsV49xUr7TlmVlGt4A1PbEkwNB3q8Zjp41YkWmuKBzaLL7lWWhfzuL8Wkb0ZjeQU5bCDnJTa91k3C1EvMI8j/T2Z6EYAAAgAElEQVSrXjBVZ6g1c/f9dxmmPd55rq62UOHzL3+er3zpl3jpM58lh8Tl+RkPH9xne3kpRTrsefxoy9HRMUfHKzbrI1nwlIqVIQhnLfMw0BvF2flT3nrrZ4zzrlH6CkpXkcArBVa+9smjh0zTiDaK1OTnS0ybeGwbTDJUXXj69JxnZxecHL+EUZ5arSzNi3SSWms0GaWSiNLaotV7j2qaWdf11CLMEqVgDBOPHn/COAkEc7m9AFN59bWfMOz2/Ff/7Dsc9aIIPbt4wr/9sz/h/oOPqAneu/sWv/HrX5PX6R3becf3fvDvCHmSvYA1jOMgXjIpCyyluLagyBkwWKcYhkuMkff+4MFH/NUPf8StW7f5/d//Ji+8cIt79z/mZ3d+QoyRD+89QNso3iq25a4ai8XJlkTRnCqzLKitRsVM33cYKxBC1Uo821PAOUNWkonl+54UhY2kjcZqkYqWklsEXaBSyFXi80SXkclZ3pfzi72GmImt1huULqQqMXepURVT87fJpaBVYZpGWYBSMDrTeXGMHadn7GLA6Mp6LXh3Z8XCwjqxEQ/z2Cy4HScnHbVUhv2elBXGCaQ4z2Nj22jyHFl3K9CeMAfCONOYwNSm6TAochnIeTgEiJeSxXLCmJZBrRiGyG63ZdhPeK9YrSzGVJxX4v9eYRwDOlrCnLk431GrYt5qLi8uZCdlRKGdbGjCO0ViRpkCOhKibtoY2Q1p1SA8JPWqlsRqtTp4DKUpkYI0mFrJ/i5TZLo56EAqIc1gl4hM0OhGs+QfHnSj+sgUBobtJd71HJ2ecHTrBS7Ot0yDeEqkWBjHEbdeCeulRuacyNNIzB5nPUbL1n2eZ4ZhIqcZ6zc8ubhkvVkxp8JmtWKcZ6E6WUfKCmohhgk8GNORE8zzJBh3Ff7ryckJSldSisxhxCJccJTcyKhCRURV1htIyIShm1NeCeK/o+XntL6ODiulolWRBCMj23XjLI/PnrTABYGHdrsd9z+6z7e++QfcPjnFm44H9z4gRsmf1EbG/WmCJ08fsv7Kr2CsJ4yyVCtFUVMEZ3i2O+fNu2/xydNP8LYKJrrcRMjrS7UwDBPTNABtcVcWoVAL/lYLg0RYRLv9wJtvvsM/+u1bYgyXhbMt6wrdzMkGStnz9OlTTk5vsd5sUFoogsY69uPA48ePOTs7wzjLbrzivfffE6fBmsh1ZnO04ez8E8Zhy6p3/NEffodn5xf8b3/yx7x/9z2OuiOMUUzjJfN4Rdd7LrZP+d5f/QU/u/MT6QSNIwWBh4ToIjCX0c2eIef2t9I4o9kPF1xun/L0yTPuvPYmF5cXXFw+xfrKP/7Hv8Obb71KqTPWSfzk4ttSaj5kHeQiEn/aAeCdeDYdn55wfn7Jiy++wPnFZcPa26LWWJTTEqwTZuZSmx2ChD6WmISxVKVz7NeOOYzMcTowe/pVR9eJk2WJ6ZDg5JzFe08IgX2cZKKuCIW0FfucC9RIIqNKxhnQOlHqRAjCkvIdWAM5j1gjB9sw7OS9qkoqAe97cg6Iv0uP7zxpjFQs1nXMcW6wZEBpRS6ZaZrxKDrnqSXL5NxU2jVHrI2sjzRdZ1GNWXbLHLG92pHilmFMjENgmoRamqOBztH3KzSKs6fPSDGRs6LziVocF892xFCIWy/B4O6YWiLzNJFsxDlNLYu/PYSYqFXEYovGZRGo1Sq+/Iu9SEqJMAVyLEIYqJKDkYpELoZZoJnN8ZGEz4yjTGqLuBEONeM/KXzoP+Px/MLBrdCLQpoZh0uGMNL7NdpbVsZjtGWeKso4MJaYCjk3DnMpzOOe7XBF7zdYvSJLM451K3ah8OjZFTw7Zx8Sao6gIOaMURlnO46O1qJa07UxYRRUQ8qV/W6k1Ixzls1Rz3q9xhiN144YQltySRhDarao2vbiRZEFb65FU6omFeEtiwoQFicutTh5NfZDbB1zSFGoVlYEKCkVnj075/U7d/j2738LYxVzHMS9U8VDsHDMcH4hlNCj9SnrzamwFyjymnTlycUZHz/9BNtptBXnT43CeE9NlTnOhBKks6wtxX6RRLUYPZkdW3i20+IkGAvvvv82X/jSl/nSF38FyExxRykV33lyCXz88V3u3Pkx292ez372Zf7gW9/m9PS25OWiefz4MW+/+x7DMFLJ3P3wbc4vL3C9+I8rXYh5RDWdwl//9C+4vHzMOAzce3iX9bEnDDtePH6Bs7OPGfbPsP4WP/rx9/mbV3/E5tgxppk8zWJ4pvRBJFSQ5XAtuYlwBMIoRLRxvPrqX/Pxx49IqbI5Em/yjz56l6urRzx++gkoia0sQMlC2ZxCYpjGhiVrdBP+KFPJVTrkXAQC2u12wphplKTl8M2qEkokhNAahJb5WjWmLXVd5zFOE8ssS3JdcUpSj/q+axTJKPBhs0OoZGE4kdnNU/P6saJENgaD7KxCnOiwbNadiKnmkZBGnLFoJxqGaZhJYWK18ihVmcaZlJNoSzBMc2OmrQydV6QcuP1CR4iB/bBDK0MMCefl2ko54rRFGyeHSW/wXoER//pcM7bTWCc2B8N+oFJYrXqM0UxDYB4j8xgl6clYNBbn1vTeUZADcp4jYU7M4wg1E2ZNyZreOWqVA2QKhZqqvBZE3W6tNHphFnfLQyEupdk3V0rblVi3LF1l6jJKGs1KbSFEYkOirKi+pVLQMiRiuxA4UGIX///nUo6fz6+F7TQLd7XryCS248Tl1YjVhs73dK4XX4hebtB92KOUovfHKKUJseCUASU+NcZ7jJXg8HEO7OfMxdW5FM8sBadGMbISjqsRXxDbUZSY1HivCfOCE1pinBgHyFluFus0nRf//KoFZphDxbgelCVGLeOz7ItRteHwVRiNEkqxaFphWRxVdAtfMHSrtVCpUhG3u5C5dXLMdruTM6EUSk6omomIF7exmlIUV9uJ3X7Pen2LX/7lX2OzPmFOoKxh1RnGODPlwMpVvNWUxcoVTUiZ/TCQqwgyrJiFE5OEGGslQRRaLRF0ilJGChXbebbDM+5+8CaffekzWNsR48xH9z9iv99jneXJ4/d5/8O36VdrHr/1iFufucU3v/ktYs7c++hjHjz8BIylW294+MlDLi4uOb11yhgGikpiUFVmtFHMaYs3jrfe+amwLVaKGKdmB1v4+OMPOXv6CY+fPuStN+8AmTnMTHGk02tMbdPIQteozRSuEd4qSnYbVKZ5y2t3fsLJyW2xv23xl1UVHnz8Ib6zVAK+s4RYSUVsc1OITe9QpVtWzVCOSMx7tJIcg873nJ+fs15vWDzplZGJQLBx8U3qjSPGSJyChOJUhbbCOEkhsJt3FF2wzjTCgYz4OUvg9xLvl5IslUtb9uEdNRdyVaRlkdhoqaVWNJnOiikaSeT7SmnCnJmngXkaMVpJpgKlBXUrMAavPdZUjk7WHJ2u2Y07lC4Ylzm9dYsX6zGPHl2glKbbFEm3mjPWFInSKxPgiDER55GYRrKKMCZSjm2RX1itxJ45ZxjH2NTglhzBKlnoxrGwixMhDojKWGOVIUdDDJUSDCUrElvCHG+o0YWgYU1H1R1LgE/1mZTDYXqqMf8/1L3ZkiRZcqb3ndXM3D0iM2sFGuAAM8QMQQIiIGeIJ5in4BWflBekkEIKRbgBHCEwaKzd1V1bLhG+mJ1VeaHHPLOqC1dEUgTe0t2ZkREeHh5melR//Rc97KURQ/gAs2/3hW0Tq5oJjNKDjQoGfYwYayhN2Wyq3FQ/LaSxp6HtORMf4/HRCn1pFimdGCKHhwcOB3Xwk9q5Pp8p+YrBEEInLoGHsFByYSsqNrCT4cXyklYMhhnLREmdVDrT8SWpboTliDEVF7VTjtNEb3040inlkuY1bLxB7+buW22MYVlO1Jo5P1+1o7xtOKufY1zHRcc0KW1T4/Am4qS+0qYq7m2GgEqk3xNv1I3PjZu/0VvldlVPHL9Mw3ypcTwcx2LNEuPEN99+y7/6F79PaxuGPR6w05rhVpNS3yTzfLkxL0d+93cC3UzkXMm98vrdG8VkMWw14b2ll8bl/MR2y7SqPijex/vvSV0b9QKTwUl31qtzojljHURvMMbzi1/9NX+c/gtmDvztP/wdf/kf/4KcE6UWSnrm4eWB1iF0y//15/8nL16+ohH45tvXnC8b03zictv4/vvXyhiJM3oYNpYHNQtrtehi1DVCDJRcWLdMdIEQZ0pd+Z2ffcl//z/8dzQR1u2MD0KWRpgdvo54PrsLdEdAoDG6OPduuAwqo2TbLtiDAdNGgLhjS4kYAyFYWkvUlih1A/OC0jLRQ86ZLSVKU6x2T9g6LoFgDqyr7j/O5zPH4wlp2tWZYWFRa+KWrjSpeOMIuBERCNFpAIixinN3UWsONyu/Pxh/j64sJSPSiDGMSMxAzhspVWXgOEO/u5yKdii14p3hGGboG9vtQm9ZVaVYcsq0Wokh8sXnn3C7XlmvV2pteBcJ3mPFDTpmRkqDlpC+KrW0bqRseHz8ki++eMXtmpElMflIuWXaVnBGsNKpfSWlK+t2pvSGDxCXSCnaDB2PkeADl0uiVSEniOHEFA20RvQzRjK3S8YF1VvUururDvvw5jESoQvWFazV3FbwqqvJyrDqzbCtmVyUVuuisn52bU4IXg0XRzFuwy+r1IoRddlMKevU5J2arbWCOIcV9SySPSITq8rdIby6+1n9c2Pd9J4UP7NQkhaXECIu6rLp+ekd0HETHI4PgHZAJWtHrqPfE95GrFFbAOUCd6oUmqiPh7OaEVtqw7iZaQqU7MeIacll4/HxESmVvK6A0KRRkjDLjMMhzBo/ZxtlCLxKqsit8vg4AZb1esXYRAgzwTti9Jgm1FKxzlJrp5ZdKPU+EMM5LSi2J3XZaYbgHc7unGVozfDZZ1/y9HRGsIjTER2jPFxpKgST3nHe4Lzjm+9+yeOLA5988iVP377mzduvOb/+jmg0G9R0NXe73jLP55sGSvug9K8uAxPVzsd6Nd5SPLQPxScYo+yALoaaE842vvv+Kz559Sm//NXPqe1KnD35sqkdL049x6NnTU/873/2v/Dlb/0utUKIjhArtV25bWfEO/X5jx5a1Q5bOvM8U7N2lrfLRvCBB3vEiOEQF+ZpwcxqWmaDg2DH84xwE9pwMmV0R6pyvqcRGVWpGgQjjUOMLN5xO79lmhZVVOZV2SMGhEaYoiqte4dsoE/02ujlQDARGXRbbGUKAecmalJrintRGCZ5nUquq0buOYPD00qmmeHfEi3iPHS1wt56oVFxQZC2UUpmCp/qFl4ay+SHo2TS5+mNVlalsPoZKVem4OhSx4IYct2YlwXb1fsmZxn3kgHJrCmrOtwHWhZsD0jz0CHOB0II1Jq51itxcmytI7eKD0daSVzXldv1Hdul8uLFJxynTk6Gdsvk26pcchlhMb2S0g3n1evKuk5rntIUUinVc75s9Go4HU94N1xoUXvklM9ompWnVnD+QG+ZnJqSQNgtvhu9FtbqMDaofbmxuKaL6uttBdQDf9890dW/ppeCs4YlHOitKTNrmPBhRn6CCNKzLqu9GSrmOt5TGfogYAj9glGIR8bHGJerNf/MbIp7LcpXzoVWLyCWKUzM88yyLCzHRQU4eePp6cwUF40Uy4NmJMLTu2fmKeDshMOzzEfmJVKkwlaoVfB+JqUrXQzbthGjEKeJ1jW7U5kQlWYKLnRiCFgCecuslyveRL0hmsFMno7DBYdU5U+nJMxL4HA4qPKwJYxYQlhoFHrNWBNwXpW4pYywZlGqXe8ynAYVPjJ0pjhRKuRcOUT1xjjfbjxtme/efI9/NHcPE+s8wUc6wt/83d9zu6787Ge/y+eff84//PrveX5+4vZ84bvXX5PSVftXUX+a5/Mz5/OVXg3eW1qphOHuec/IG03ErqTEmAELCN4okwIYjCLhb/7m5zx/9o5cVqbZD2dITfGprWO98rpDNLx9+h4fPcfTC5yd2dKZ8+Utt+1CMwK1E4weYHnbWOYIAsu0IN0yRVXGuizMy3w3LjtvV3owdDfYUW5XcJp7zB9mCNyMwjjshZ59f6JOnLOLGOlIa5gpIl1fe+vtbm2sI3vHOg2ZEBHSljE4llnNtqxtlHbFSOfx4UgTVV76KDRW/CS4CWzvd+2FdEtvnVILbtbfdSuQpY7leEeMhuoYTcbB24Z34K36s2tItkIWIah7awhDqGUKk6ks0dH9cHQNnpwcMajt9ro1UlZBYPC6KwlOoc+SErfzhjUeRH1x1ltmlQ3jhMOjxwZPapX1Xbkvgc3II8i3jbO8wVpDvli2LQ09i15T91wD47Di2YZgsbtCLpUYJ3LprLfGFCKX86qmauPe0o66cXw4ME8z222jd6sHLBZnNS96h0is0UMELDUPu4gO0mRkvL7Pf5BeFRqaZrx1GCvQHXlLiuf3fTrT59EFu07I3qmeRLwyo3RHskc5DvfV+kGw/bjHPl4//zFNzcJCKyu9gjSDNGGrhbQVbteVEBzT5FnXyu3yhsfHl8ToEIwKVeKJ4G4YrGJrqXK5XDicDsSTA9OZRLvlTiavmZwbtS+cjo8cT47WDe9S4nq96HY/aghJ9IFgPTU3aILzRqePQbW0TmXJumVXzvfhoC54aqsqg9qmmFsuCcQwz0cmq1hiawXpynRxztLNPeCM3gu162LGTY5eM9+9/pZoLb/65it++/QzNXMc3ihPz295/fotf/s3/zBwYIcLE2uqfG/eMIeIiwGPctIva6LUxLvnMzlXYlxoZvj6D4vlu5L2R1fX/Y+iS+eSVZQzTROlFL755huuI8HJOaeMj1GAe1cqJ8aM8JPKr7/+NZ9/Ad4m3j5deP36nb5vfggPRH1ejGnKaDJKHVWvH/UJQbQI9la5XNfhIGzudFZjrXZHfS8c+gPs7qD6MfOb/x0MqzaKb+sV6xxqs6vsGnWjVNivsSmd8/nC8+XXpLLhXKDJpuwhu9GkUHsjHjqhX3QP5d14fhXZWBOwxpBLo3d7D+22ZtCvu+4CQJiixwUNMLF2IgSL70UV3+VMy5kY4TR7vb4ZIpxaeH46Mx0fBtNMIzSV2hxV6NMNdE+rBWNUym9MwZpAaygMkrVITvOCtY5tVRfIOUzM00F9n8rA7oe31LbpPkWkkzfNtu053IPW7/5VA5KOs4oBc1IzOO8jfnePFiE43UvQx45lTFe16L7NGY8Ro8LItKr6XBxTsNChtDzsIwbFcTSBe0P5/uI3d2tvY4w68AZ1ltwP1D3Xtvc2Ao72Rmh/fiG1wm4Zbp254+7GjsSs1lUHszN6xiqp//j1/BM+Plqh92bCG6EZTTxqQwClN6hCHa3nkSnZhrFYvHfB621VNkIVnA3KuunCtl3JJuty01hyvWmi03F0cyRu21sQcD4QfCClrMVNOnm9kbkxhZnjaaZl7Za6KHccuwcoq3dNGVm2vVdi1LfLjK5XRzRPb8pGuN0uzNMB/c31MfoPeTRtHCQd8Dg3sxwmbtuFeYo8Pb/j808+4c31Lf/J9C959/rMV7/8Fe+enhU3zAXvJ+b5wHdv3vB0vrEcDnhjeTguPDwcEap69ji4Xi6sa8IYSysZsMxhovbB1cYiRoa//I9+eeNju3HTh6EoANu28eP8237/dzN+etGg71p5/fp7SoHLZSMltbTtZj9hDDFMgFolOO+gj/0E2o1545T7Lbr4bK1TZbf9HZ70u0bYgFpEmPc/CIxwDHn/sw7aHiPCcA9/wKI2Eujvfd2UoWWtocoVaxy3a6G2d3jfCXFGZB3siyvvnlbePTWIHesNh+OROC0aWm8CaVUTPSEoRQ9VXXc2tu2CITDF4/AUUpWysYxs147BsG3v8B6k35Cmzpsq4kuqWfBxBN1P5GpIax05sG3QgqumVdXOet0oqRDigvcjMF0KtRoVMsquC0k6FYkZSnR49/aMtebOPBEpKpBqTfFx45DukdbUsfE+PirwYUeuwu26DUX2rBYRcySgJnt00feOEXLfdBqiiWoNMFzOV0LIlFwUXvKRkqqan4kZ1uIeZz1iB1a+O5TtyrMfFVkRUcaZNGhQS6H34a/vnQakj0NLhZHtHsDSpWlzYsPQAWhGL8PSufUG3Y6/62Gmk8eIU/wIj49X6CVymALFdMp2peWCDRqxdVgWfFAmRQ+dbDMp6Sl4mCPzPCOtk1Kht6JLT8OIGuv0mtXHhiHMCbN6cKDcfEPHusg8zfQkNGsJQSXoeZge0RvLfEQLsi7jclEFHJjhea3c2YfHk3qqmOGfbVTJap0hGKveOFYXMet2IYRICJpHmUtRD5JlxOc1XYyZ4eRYaOAFCcLaN759+pb/48/+TDvzy4WcNTrN+ogYy3VLgKVJZisVS+Oyer7+Xig1Mc2ReY73iL5lVitkkc7sHbkVpO1GYFoAlaXyU2Pj+5xbzR9V/5nWGrfb7Y4/h6DYf+tKO+v04eNuiNazppVtK9RucMGp9W439F7G2GuV9TG8ZjQXtBGGaZePE000G6ujARCNjrf7CK2HqrUalzfWr+Me/uFPpfey/ns3hobFOYe32jXXrsXw+fmJr7/5Nd9//61eF0bwsRDiDN1RCng/4b2h+EzJKyIJ5xpxctzqqlzqComqxUk81kyjYOiU27pCCl0yvandrwSPc3tnXhHJpHwDU8nJQF0J4ciyqIfUtl1ZN33drQkhRA7LUYVGq9ovC2rT0Z0enA5DbYngF4xM6qU+OYwt5NTUctuqwV+tQskZmnq/dOnK9gr7war6C6kdHywijrqzV7pRoeHOJpR+b5Jc9Fh0H+enwKvHl4QQuOYbpVb60JvQIJWqy1TjiM5hvBIYrLWsaaUWtUqRplm5UvuYrvZ40fG990KqF/9o2rjDffd/g7sAre8BMqLXpchwDDV6EO65xxpIPqZKq5BxygrdvA90l8HYa/eDRZRjiQxX2I/x+GiF/vntlRgmukDZGrWoi15Jjaf8TJw9cXLEOMMx0JuGB59LQUfWyKtXr7hdE8FFytYpuWG9sOUb0jUEQpefDu8iOa9crwlvZwyd66XQxCjdbAojCkwtAEIIlJJprXM86A2bbxlnNV2n5KRcWfEq5JAdrmmDmRIwon+e58CyDDfBkV/Zu47D0+SZ5shzPhNiwFtPzo2UVtKWeXx8QauZ0+OJVFZEPL/65tdogMfIVUWLcG0F6ZZlnugYdW+0HTMW0xVBamU9lyHoMHrDGnVZTL3iB5vDMa5nw+jwf7OztyM83Y2YxlLKgH+cxtWVcu/sGfTMLnXg4Eo/W0uiC7osNYPeJ+ZuleCMZZoirSpExoAxQnDMQcMqUsl3eX83ak4WnS7md7aTGeZqO1t5h6b0B4T7gb5j9aOByziiQ72YRBd2ty3xy6/+gV//+iu9XmZ9HQaLt55UKutNDcPylqi1KA1T1GbX2gg9st5u1C3x+BgxRmGu56d3TNORKQrrLemiOjhCtMxTJKdKKReC151EK+oC2WvB2EYVcN2wXhOlrnRRJ1ZdNlttkGqjl0RrnXXdIa6RJiad4vSQqaUzxwVvDXkrpK0iFGrpOBexxpObTqHWql8VY/pVPqGn931x7zF+eDbVQq9KDVV9gSNJGrsro0tQq/7y6tcT6B3SVtnWzK2sdJS2bEeYbm+F3oR5+NL31ikpY4yl5kbZ8v0a3ANojHG0VkdojarsW++/gY4YuMc+7nGkjEZfr3c1w2utaqb0CDlxTm3PrVWxV+/lbjJnx+SwWyRYuyvxdVN0j9gRGdfvOBj/uUE3vWjqkAsTrx4/pdRG7ZUtJ82AbIXWPafHI4+PDzjrefvuNed3z4SQ9UISpfqlVGllt+9yHA+f0Wrldt10jCoNQ+d0eEXLNy7npLBCh9437cwnB7VprmVrgwhvsCGylY20Fbp0aus455iX98o3Y8zA5nR03bZMSenuB1+LWjBYaxGjFgk6sunIa5wmwGvV1kWVepULt+tFcTwrTMtMqZngFM5IWybVrIEPwQ+TJM337F0IPqjBVdfX7mzA+UhKiS2pZ/n1ltSfx3m2lIk0jLf3QmyGlF4EcCBVg8O9d3fcUbFVfgDV7DjmHffEDKy7jztn8KYZcEgzOgqbTioqVHLOIq1RhgfIPM3sKUQx6M+Wc6EbwQU9UNrWBpTi6U0P0x0s6l2dMWtNxKi47+V6HZ7fbiiX2x2K2raNlBMPDw8K31hYlolffvULfvnLX9BaZVnme0TgunYuz5VlPtKKcN1uxLj7zmhEXq+Z89NGrgvGvlKhW64jslFG8T1jreACdBpdLCmp82icJzX/KldyyvfJaF4ivVcu5zORQEJphHFSN07F+yvBK+Ehb53eLC13sCrJtwP6qqnirCP4mZLVOda7SMlXpbgWwQcteLVUvAv3Q1X9WhphOdBEYyCNs3inWhQ1XtP7dJ5nrLFqPWyVKttb5/hwwlnL09sLoMHaIUSu55V1vWGjwQYtlsaNqEmxTF6tNyyOddtAYJpnSu7KokGbgd26mg42GOyeKnxfzH4Y3dnHAWHHRLvDOMrQ2u1ptTFouBFZaK0BUc//ly9fkHPi3dMb6rB71uZIJ4KdEGAH1p9zU93IgJDM2Gnpa/lnVug9gZoqvVlCiPc3eZlnpk8esE64bWeez8+8PEWCn0Y0ly5bjHG6pd8KvRksAWmN61qxMTDNkRhOhKAn+NPbGyEc8E69tEvR7lGhAO2MjFWJvNtxOgxSE70b9RlxgHWa9YkWOtDFLOw381jWjHCRUiq93Si53j3oVeVWxqJSCDbqUrrr6wnWq9ulEaINiNHR2PjItMzcnledGrzB1YF4i/L9NMRAU3dK6RhbWRZPcJMqAbMW0VqrhqsXvfFCGAcWusgqreJxuB0L7yMwfMdOW1eVKjoK68+vt8KHhR7GBAOjC3KafzrEJWpZq+HeyoISpllxZ2OgGWhd8eLoB0fbO1pXNogxKIUvbXrje0FqI5eq/iC9cT2fuW36nqXtgmc5Uk4AACAASURBVLHCixcvaK3x5vUbBOHh9ICxhrSpsrPVxpo2ci0cD4suAZ1nioHvv/+O5+fL4KXraB58gOZJuVDzNhaXgeBnaq1st8HFrnv83gnvJ2rZ2NIzbuocHiJ0qL1Qyo1pmphnj8FTcqf3rHi1cWqCFrTQtNbISW14gw+01ep7iUXDVPWaNV3o1VOSpwzIoKwJP0VwAUaou7HK4RZpSpQAeu2UpD5U1jpaAaRqY5EKxiktuhuL847DstC6H6pe9XjprbFHJkoV8pr0NZSC7bpkbTS2W1bzvJ1LnoWaN0Q0gQvT742eNDBYlrgo06aOZDOx4+BII+bQa3EdWHcrI3eiy0hc4w6h3B8fdM/mg/+/b5sM4zrVj8pgtIFwOj3ed3a5JN27CHdoMw3hnfdheBVpZoFO+ZbeA6bZMbXodN5HE/IxHh+t0OfbpmISMs57mghiwXmVUsfoSdVwuxTevn3HNumoeTodCcEpJihqSpW3Rq/D+914vPE4p57sKeX70tZ7PSB6b+S1YDpMS6BJpRfFyOMSETqX8wXpgp8X5kmtGeJshwGWdq61ah7ntq1jiWrvXa01jug93vVxIGiO7G6HrNSrwDR55mUhilP6VxkXcVHBlRsGZV2GoAxzD3AGmKJygVtNg80jeBf08EQvximqd3jeymDJKGaqSSxN5yBjscHSEHKr+v0YYyY6hXQ60YfBMqg4J7wPcuE+4fz4ceeoo0yKXUGIhdorovJdBgoJCK3c8D7gXMQZVSdKa+QB8Wlnr7uY2iCVlRACITgwldvtyvnyTM6Zy+WZdV0BPRRCcKzrRXcm640YI+/evRmWE/X+M5RWaXSwTWGq1qmlUFLFGKXopU3ZKhI0wESJI/u4rf7iKe0TpCaXeTuRc1ca8Jj6pIty54OHUu82G6WoUjzEWScnhY4J4b2PuXaB9V4Iaqn0rh5NJacR7SiDYirUIXCTrtYMe6xhKtswrzM449QdtlVuW6I1GTYN+3/eJyTFaVEWDZ2aV1pq5Jjvi+y9Ow5xur8WY3SBWWsBEXozGO/wVuMFW2mDCjqBCNuqitYwTQMWsUgT1rJBRz2s8hC1DTxTKZSOOM06JQ8mTq36Xsme2zuaGRk++/fr9oM/3SH6nQQzCjA7c2vsF3aoMqWNlEVV7FbFeFNUs8TesoagiMKUrSrhxFlVpNvB5LojiwNdtMbyccr8Ryz0h8MBZx1p2KA6a5mPMy4Yasn4CA8PJx5fHkkX2G7a/S7zrO5+KSsvNyxcWbmcV/U8nyZyr2xbwVgN9F0OarTVWhkXgybxuDjRSn0f6WZ0rDo+HHh4MFwuF+UIY9hSokofisgwMGGd3BSb3lOrVGhRqyClEeM0slk1PrFVwTn1wNmdMWsVHl58QbeQWnqfiYpGlzWa8s/FcrlccbVStitgOJ0eVZ2boFmhD6zPosrBWldqWVWA1R3eK8ODZpCx8OtN/Tma6XSzGzepQKo2P6JM1BJgv/z3i/1DzPBOO/ugm98/LmP8lcGMaIM7bK3hfLkSRjGj6nbNB4UqkKoGUs0QfByUOU26asUgplF6QVzllleev3/mfH5WP/Y8IDRnmJcwXpcyHNZVGwCleWoimDX6vZXx1ShdbY4D+rWlFPI1aVdrPIijVRW4SNMM2Wma9LVV3VnU0vDeEbxa/q63lRgC81KxvuODwdqZLav6M4zsBWc80SlzrKRKzWdCCDwclcaYU8b7wDJ5jIkkl7lcrqTbjZw7IXqCh7wp5TNO0yj+aqGh7BrUFK/mIdNvxOCGlkTf77VtbJcbxgamOFNyptU+sOdAyZXcM72ratf5CEPdmbJG9SnsZdXoDjV4620vyqMFsJoH7L1Tfvzw9wnBaULctAxxoWYZ7913r6NIt9011t079Xk5qCalqF3JfqjcqbPvZSJ37P0fw8ANeunvBBxz/yCjGO8wpUIu1/ON6eA5DEPGWju3WxqkBYO14e6BoxCoRYylFKUdi7Xv1dLWIn00jP2nX9//18dHK/S364UY1d8leo+LAessKa8UMmu94KPh5asHjsdH6Mp3v95uw2lQ7WSX+cjDw4OyA7rBesclX0jpSi5ZoXarnXzeQCTiwwKicvF6lfsJWkums2EsNBl+OOPmAEtOKzIWm7rRN4gbS8C+MzmUcVNKo+SMiGGa1G8jpW3wg/VijzEOFWHj+nTFGjtgnOEayeCbD9w950JuhVOwGKvLu/V6pmSVfxsszsehBu664JyW4blh6N1prmeTO+nQGQ1MUS8NwI8OBEcTobZKNwY/fi4GdKaWxXLvYPYbZO/uf1zoU07g/fBbqTydnyglUVrl6fzMPB+IcaF38NHgfUHEMscTzkxMy4wRxdC91xO2lA3r4Fff/WoU1cr1elF16DD7kq5tWO+FPKYZOwJGrFN+/ZZW3lsP1PsNa51hGBSqjUOpWB8pWTtm9aRzGPw4wMGZTq9Ju2v6XfEY3IK3EINlmgLhlMBqCLt1YPz7w9wYzVkoWfcRudzwoWlmgtdmQmis226wp5Pctma29YZVsj3T5HBOYy6nWeX+65rIuegiv3cYrpNCI3g7DrTEcTnQqhIfbPBMYVIDuipgO1aG0ljUgE/jHbXLra2Rt4TgNeDHuTFFdsZeHqGPEB5dZPfNYcRoYppVaEUzGfrYxTl9Tb2y1kqtfUCd+n4pU80pRXLYCzvryLmwpaKw0aDc2tGad0GblwG3GAZ8yPvC/eM/f/gQuWtXMUbujcvOsNknxJTKaAjM+D5OLdKDTvj76CB93O+1get3YgAfTB3Gu994Hf8Uj4+XGWvt8B63YB3rZSO3ig0G41WMIR1qfublSbHHx4cDt4uwrhveBW63RH9wHA4PHB5Udl56wQnYNnabRuEOaZ1cOvO8gDOaV1sK3qsZGkZzUKVDXlXUIlhyLhSpmBAxziLVUFND1Ov2zrYAFXvIzrkPdgSD9zGuKqA3zQvWOJ6fn0lpON41wUlmnhYOYaK0wnbbMNYyHTSCsBflAE/GgSSmOainSamYKgSGp7qpukw2o/+2wyHPhAETBHzwQyEIxqoSsA0YxyAU08ciWb3JndEQ5y5quWxoOBvYbYwBxThFO3WjogR2wKaZxrvzWzCO5bBwvlz4+uvvWLcbXdQ1c5oz1l1ovRGjpbdnrPEclwe8nTgsD0Q/jcSkicv1yvO7N8Q58Pz0HSmnwZJSi+TedT/ixk1dWsdHS/CW1gqlZmAkgqGhFSFAiF6LoEAwlkql90RZV1ruOL8QvEOaHd2Vjt+mq6FYq42S95hAR5jioIh2LAZvhVo2+nbDuD2K0LAsMy8eXlJLpxTheil4O9HEUERDbHof17732mgYYV1XUip4p1NmjIFeOrVXZhcILrBtG2294Zx6PlXNsFN9c9YIu+Vw4MXjAR8M6+1MThu3y4bzUV0trVOBnwlEP2CqUcSlN7W4GN35nnAloLsBZ7QAiwqnalWvHB8CNigpAlFqsrOeXtSf3o9Fa6mqW0iuUktR1bRHu3IMraoNMwhZvSaIcUJobCkBXoVuMkqwKtPUz3/AIkbGJPoh/Dj+jnkv3rpDkNrx3Ofb3QBN92Qq5kupDGuSAfOIuqbWXKm54LxXEoXRXZKMvd4d/B+LXoMBqwezDOLDP/Xj43X0RRcx03TgcFgIbcasm8b2VdG4LWnkN5Z31+8JrhOnA1RPz55iI85MlD7x7rriI4Q4rAFMx/hArjIgEMXHrauE+Mj5fKGWDWM9eQoEL9AaNlhiCExBTc5ybmylImJxogtjsUK1huYFHy1x9lQqRQpYIdeMtZV5Dli7S7ZVveuC2hi/enyFkQPXy0pNopFlItRUscHx+GKhFO3OlkPg6ALzgElKLvQlU7bEnlwjojePc47tVqmt8nB60AWPg4bFuoj0MPy/Z2I44fxMiAspF3IpzPOEKY20ZdoE3lpudJwVHo4LvRWOh1knBAwt34ghUptQG4ix9MF0EFtZk4Z7rPnG29sb6JbLtvDu6cKbdxshHhBEIRsL3VQahdua8KLL01UypRTevTN463h8eCAtB27XK7frDXM1wIUpGgwVcV5Da5pm6nYU0+7SmKaZMHWiEWKHUtI4WKDkThM3eOyaSWCNwQ6Vo3cW6w2tKXTTq2YHj1hz4hwxTWMhp6CTR08V2+1YPhfs8KM3xlBuGibhgmoHTHXI1onOY6STalLLgdqRBFUcWQzOQXW6yEwpvVdhj6DrtCaQeWgRNJSjj+jDrYypzRoqmm8ai/LpfTXkS6KFzvXpjA2wzIHT6ZHt1rjdCqY79bQZ3a9zAJ1eNx4/fSSXpAEgQbn5DosJY5+17ymaCoycCUjTPYguHLXUpKw50l0E03ZsXMVk21qUiOEc0Qa8N7SeySRwmkDnrArH/LBktqVT84dlzIBx7ym1QDPKlBlHnzY1rSFNDw87shWUdrs3MAaaKCNOGCQI7jbXxlh6fX9giDgsfrh7ynu8X9Cdk9WIRx2M7bA934Vm4zhxH8fnBj5ioXficRgkC1tbcT4Q3YQ3ikXd0kprohYBLWCBejOczxt5g2lZyK3RS6aTML4Toh6EMWhS/VY3WlKGC84QXYDaeHk88S4rv7h7KL1gTMN4oUhGqnJ3w+IxIZByo/WEMU1TgdyAenqmp0JtGsFnUFWh9xPRWaoY6IaeM9INMSz0Xnl6+y3H4wue641lOXC9vWV7POBmx7W+5eXpJf63H9h+dSbVZ14+vqIWHSvt7Oj2k+GHUqmpYozFB81N3bNCzyYiTpgkwCqk1jFoFmjrnZzfqSgrWoxp4KCYSNuCMn66V0rX4AanLYM0ShWWeeL5/MTJq/9P61DqztZprDcNPSlNYbB3z2+5XFdVrdYL65oprcPO2beO0gppW4E2wmEUJugStCs3lo7hcvWsqyB9phGVBmuVRSLdcDw+Yk3gel0xVDCaYaDY+w7D6ZRljUCv5FIwWK7nQq8G5w5YG8Y0dkBQ22rroZWkUEFvdGPxVsPdt7UTYlWFc1UanPGWagylajfujKUPbLh0JQVE43ExsqbO8/kMqGtqaobz9UwXtaA21VD7jjhqgXJu5rDM5Fy4Xs5jupz1INoqW1eLY6XyOUTyKCRmQHCd3M54Z5kPB5ZDGPfQRIiew3LicHjB6++fOZ/Pel+Mgixm7z47YjVNqjaFNRUqU02LcwwXxnYXFVo7PPFHVz3mItWBAK23u6APNGFpV5VihOAju26jNs2aiMFyPCmOfzgsPDw8crlc+eoX394dIH/w2NtzgN2obKA4O2uMD1hj/9jjrvz+CUrxD+Ae+eAPXTRvQIQ28mCN06xf6wzGalMjxg7R3w8L/sd4fER65UztmjCUeqK1G5q3qGo2SQ0pTW1fmWhWFxVt85hi2GrFBafBDnYfo8cbJYY4Kbc3tQRNaCURZqP47fGB6EZup6tQC6BsDjs6QSO7ix24IMMLXhADpekA55wKo6QlpDfiHIjW0PON2gtLjFjnRrK7LoCjUZ/3tr3mNDdqeYu3nWRVut9qolw2DocD/qVSr875aTAF1AnTtE+xbkJMpLPpTdEdVZwqQ6VRsy55vJk59BlTE1tKTEfH8biw1ivTYsFV1vxO3T7rhNSXNMCMG3lnoYc4c1xmUso8P6tNsqVTt+E9I07dR8UOUcjo5Erh9m7jtt0Qi/4Ou0J3OWvqV65tCHu0mxLx4COt6hLWu2EtjKEA0pti3wNzXZvuQqRbkKKQUzFYM+lCl4hzKFTUVEwj0vBB08lq9TgbsANaaH1CXFCPFwcxRCUolYqmT3kw+T2jwxZqyYjPaLJSu+9qumXEMEEzRrHa3sF4rIt0MawbKGas/OotC1tp1CYaVRkmeh6KZcLYB1mcidi6YKrDfbAj6ibTqJhm7nCJtZrBioWSNnprhBjxUyfnK+u2EaYZJ5ZcN5bjifPlHdfrqswiCkJFibKDO87OOW+sm04+diwOW2lAvbNSZG9fVcrHELHs6IRSiLWhHgVtx86NLiaHUZkxUKvRCQilOVtn9LCKR4Vgi+HynLjessaQ/kShNx/slXZvp961W1fPn/dQjNK5x+v8ca0dOysZnja497wk86PPo3cNuFEJLaDiPmP0OVTVr59e1otGDu62CR8cJh/j8fGgm63Sah3GYGo1nLfEdr3hglKcjHG0IlzO6skiXUUnbo7kLeuN1zpuUoxUGmAsrRSyCHnbFL+Tdh+VrBFKaQRfiLOBQ0SqwYohmI4UDVgItmOoOo4N7rAxUX1UhgJ0ip5ltiATrRQeHh+Y50kXUbVznBecdVxvV9YtIbLhrOPli5eU2ljmA1999Ssep4A/OdZbplnI6ZnQVl4tC1vLpOuZUwiE4BHbkXLBm4k4B8xBR2lVNuqBw6KYcE6Jl8vCZBpb7jh/ZDk9cF1XTjIzn2ZwQm4HLfRiOH72yViaKT4avbI1bpcrBnj18KjpV85xtDKEMIIxnjgtemNbwzRr+EipG6c48Te//DmX9apsGhy1qvVrq8obt86wHBfFyKlYt+JcZ9s2DWDpQq9VhT1GcVAVbnkOB0OM00gNeoPIkOYDiNCtJ/qJORTSuMHEdLzxaic962Xu3cx6UzgH6aztpta9JpKTBjuHqNAefVOktqvpnPSK7vuEXrVLa00X6irAGMHWw6wLo4tDelcfJ6vxc3QtzM4FutddkLEB282YFAxS9YbPuZK5DhaZhtKXnMehafBO9yiIEJz+ztZ0o2+daVn48vMv2eobnp6uGFvwfmaaIt7Bu3fPrLeGs6semMNIrjnZQ9HuD2OM+ryhvupKBTS0onRZa/VlmL2IS8f0nQuvH++WIXzaMWpGVdWlKQPC0alF1e5m+OiUNoRYcgFEXS6HGto0i/2J2mj7XrQFa0YhH5g9++vYpwiRHxT4uz5kHAIyunSM0bf7TufZJwJ97rGMGB+3aMHSz7sfCuP7mK6vQ4Vogxo7lt0f42E+1gkS/+BT0c4sKRZm5G7pSdfln7WaAuWDI8SgtsZNF4gtF3BgbCPOli5qyhS8ux+7GjE2qftkzxyOC4+PJ67Xi3KQp8jjF59hETwV1yqmZrwIU9BFlu7lh0ikT9TaSWmjpITBMIfA8XCkt8rj8chhOeCsBnrQdJTLOd+ZPW38smOMpLSxpYSznqUdYCg9ndPlUYwR7wNhmvj000+JMeoYl/Pw0hi5r1YLuw+WUhI+qDfM27dvkCmwVuF82ViOr/jyy3/Fde1cV+Gv/+4rbqnxh//5H/Hw+ILv33zDw7HifWCaFuUnh4nz85X/6X/8n9luiU8++YxlObDMB372259yWA4g6itkjBsh6WpM9nx+S21ZBSPljPVKRb1eV86XG2/eviWXch+XNYzPIGbDLReOxwM5KSthikG5xznfR+SSC+stE31mnmdK6eTUdOkl6lpZq0bZHcZu4el8A8zgK5uRSja6fAxpK8zLhMHy/PSsFsWiIefeG06nmTl6ctmopZKTsG167+Y6cPzaB/3WUcvoWo3+fdd+BH8Yda6jZmSAFUIMyvYRXRo651imA+Va2bZECJFtTbQO3k1Y6++2Eb0LLSXwev2HGNhDY6YYEOmktNJFmKbIMk9IuJDKCATpyjjanhpm1iwHaZq81MpPdMa7tekgfJsBCRljsM5TxxJRU332ZqtBrxj6DwpwD/OYmDp4P2DQveDuJEjttK1dVGUshVYTkBV2H01Gyw2wuBDUh67+dA3a9R1uZLN26RTDwOZ5b9nQ3hfke1E2BqTep5phqqRK3cG/tLv1hOh0YuWHcE7fp5o7X/P9GxJwQzvznsVmxvcvb+s/ebX/aB19o4Ebp+GQf1un++yW1Z6qio7nRQzWVcQIvXRCcLgJjseFEAKHYyTlK7fbDWsayzJxPC6ob00gzp6UrlgrxGmlykqMnnmBx/6OZYrYVpgny+O8MDvHHLWL2bZMrSOuD8v5vNJNh8nTamXywqsHZST0uhKHcMWJ43Q4Dfn2SYvxGNXqONjO18Lh+DlLmDncJoyzlJI11ck6NNfUMx+OTPPMtmUajcPDUMC2kVxklO3jnKF7FaF023lxEJ7NhXqKfHaK3NYr/fprXsRPOB0XDr//ezTxvHh4iQ8zD599wcPDeXSeXjNKa+f7N19zkIxzjadvfsF3qfLw8Mjv/Oy/5pPPviSGGYPncDhhjR3ui53vvo/87d/+NctkeLEsONNZlpcK9QCnx0eu1xulKFe+tT7MyVbM/DTgnUwrux+JwcgwpeoqVktpo6Vngo+oP7EnhBn6YFa1ym296nLcGLaW7vBsLYob35sZo9zx5aDsnlZ/i5ILU4wYYFki6/qM9Mwyx0H/a6MDt7y7ahzgtuWhiIZ1zay3DekaEt6buns69PAw1gxBUlcD/FaookK+Tx4fOJ1O5Nx5syasaZS8qn/M6BJrU9HSzirpthHjQi0FI0pDbrVxyyo4cl5Dz3vtnJ/OVHfFR7XKhkCIER5UgKVkB70fETNYZ0WL+fCMMcYS/aTK8Z1kLkZVv3un2yp0tf9Q6+ORn7zzV0SQrD7xANT3z6PsE7gXelCRUdcD3AjqKIvCJ+qwoVoWabow/ZAf/xuNq6hxHEOAKH4/uGCnNX74ue/pN2NByvvDTrn49r3Xj+F++L1/ig//AsqI+wCuGpDVrtA1vLdZuX/NR3h8tI7e/5ujWAfSC0LBO0P0ELxiiVIBsUzTQvcbYhVzdt4zR8VvW+1Ms+Xt28w8CS9eeFprLPN0D1l48eLE6bRQe6K1TMorKd+IMfB4OvH700sOy8zt6R3eCJ+/eGQOgevlClgeHl+y3hLz4chyeMXT0wVAOcWtc5gXTocj0oW8JfVj6UJes1oIOM2GXNMKFppoBF6TRi5piCGATfnRPky44FUhbB2lqr9OrpXL9aqLwW7GgnJYl47x2A92wLat9yVcNkAIlAbb1jF2ATNh7ETtZlj7Kl2sS6G28+Dw2xF1ZqiVATUog8lalZOvsfPw+KgMCxM4Hh/u1L/oHSKV77//hmmOvJw9kjda63zz3bd8/c3XHA5H/vW/+c9wIWLwg8th6XTWdkXajkv2+/LQYmi1at6vc4NdcwExlNxZlhNv3z7zy1/8it/+7Z/xyauX1FaGNUXjlp90EbhvH0aHNk06Lb1+8x1xChwPB8Vm1faNGIYtRStIz+R8o+SNly8fQBqtC5c8sa7r4HQPYzszaH1iRoydQmqqCeist5U3T08ISjfONXO+nCldLX1T2rhtldode0D0PiF45/d9JnvovHShZC3C1tpRwHVy2Jd9at6lHXYjYYO/w5vTNIFYctYlv7NquNZHhkKreTCNDFIqIUwE59nWDe/8yFouiDE0H9Rxc8em965ecRIMooe3MZQ+YJL3OA2jUv7EQ5fAim+0MbXs9gCDxogegAZwwzHyx7Xsw+J/14G4f+x7/sQHd9+ZvaDvUE3/TQqkGVfc/fuNH+OnyqsBHO+zEn78yO/KP3lH/9EK/ef/5YMY0/FeCL4zT7o5D94zh0npa+KY4wH30BBXh4GShlz0WpmC53q7qoVtF2IMvHrxQAyBbV2prWCtkNKNF68e+fSTFyzLRG2F2+1KL4V/ffyCw7JQ1hvBGj5/9Yp5mrheV3q3zIcH6vA4c2FWXw4zPDhKI4aokEJtrLd14KKQb0lpokZFXD4GluOBVDMu6lLMWE1z2nKmxEgtjVwKuTRS0cjCNWUu1+1e7Lt0Hv2XHOYTIYS7valzTgsi5m4ZPE0Th3jixemlhqTnzJY3brcL2Maaz+R6w5hM6YmSK1YeB8yg7n6CxViPcxGMGzj00EEcvLJhqnBYTszTgTYy9novuMFs6b1i0oZtlThN1Fa5XC84r7TXw+GR5fCA97PK6cOR3qd7l2PQbt5bh3dKe5ynmWmaSClxfvqGv/75X3M6veT3f/8/ZVsz18vKF19+wcPDA1taaTUrTBLKgLrGPlAAEdb1xv/zF/+B//hXf8kf/dEf8vjixC///iv+4F/+IfOsISrOCt9++zW/+uoX/Pyv/oJWE3/6p/+Ow2FmSxvTy6BOlXEaWbvD8qE0terImVaV291zui9lU648Pesh7sLEljdqVy3HbbuRK+Bm1SnUSi6a34pR7FZtHi538RTtoB8vam2sxmeWPSWsD2zYOUcRNbdTU76Oc2OIF92DqEdMHEpWDdJR+FxPmDkEXWSWSvC6v2i1kGsdBAq9X5xXtldvupDtsi+PQTMR9JDaW+E9XHtfRu54uv5vQ72d3hd7hvW1HnjKpVcIT7BS9nLGLoZTA8L+/nnH7nc/b37j8VNV90Nv+P3fP+j2f/jlIwUMPfTvvHvZn/fD5zd4++OPvX+Ud+mfD3Tz5azd2MuXC5+8WphnyxQMk/ccpoXoF5Z4opZOnxLTSXnsraqiNDpPzYXr9cr56cIXn3/O5599hulqVSoi5JJ4fn7L+fzMNAdO84FlnpkXlal75wmXIaFeCsGqv4dkOE0PpALX54JxE7kJcmv6NSFSxw17W6sqDVEjIltVDRj8A3Ge2HJS0y4fuN0qnYm8aaHbSkaANSW+224qGLOeOKsdgIszxp1opwd8mHgcMnbXXuDmI2GaMUbVrs75kbZkCKLFMYSJ6Basm/ExMDkI24X1u6/o7aq/4OCIsTJTVOjTPyeXwjQvLIcTdWDXPkxYF+iy+/R4Vtu1o/MTy3xkCrPGKHqHtEptmRgsrRYkl0GFRBkWVbH5x8eXiDgg4PyinjYSka6FbccwDYY5xgFFVLCO3AzXDf7q797y6+8yf/jJ5xA+Yw6WV18cKaXyvDZqNcT4gHWG1G+oLa/G3Dmrl/gUCn/yp7/HH/+7f4+1nb/6+V/yvB04PP4BL14+qHagFv7DX7zmf/3ffsnv/Ys/5N/+V3/Cw8OJ//vP/5zrrfHv/+TfMk0TIuik0fcbW50wMeCd53K9UNZ3xBD4+pvXnK+Jx09+ly9+62dMy1EziaWSchqiMkeMB4Ujx92JQQAAIABJREFU6NSSKTVzvV64XJ95fn7izZvXfPf9t7x5/Zb1KuSW1PF0mjFGVC3tLLVlNPyccYBG4hQHKqGOp5oPrPdpG7RI52F2uvjXz9Owcnqj10p0M0ijbGfcJEyz4bqq+hdjsDh1e3QGMXZQTdHdSNc8XBd2sZIMtpSGA+3v4Q/V1zIYQG0UftGaPzp5/SLDzo7/EOMeR817ROiDycH+BFf9w+/9g8edovlDeMfY33wOs8M5+4myf8n9Rbz/r0Hvkf8/Hx+to/9v/5s/FpHCF58/8urVTAyd4+yZp4jtBpoj+oXz05W361sOL47EEFSQEiNTXNiuKyWpLeyrF6/wTgUJ3tjhEllJaSXGwDRP47DVzqXWSuuVlDUrNTqn4p+iXPEtd0p3+OnENVVcnGnlonFyxiIY8nBJ7KJ9Z2tCrlV9NbLyqXOt1C5UES63K7dtw3pPNxCXhRcvXzEvs+KmwPH4wItXn7IcTpgQcSFSxZCKwgMpFbbbhd04zTsNJ5duhw1xYIoHDJpROx9mMMJt3agp02vjdr3gzB5WXAnB4Ky+J8837Trn5cDxdFIzFGNwMWoRHv7ZzjvAMU0L0c84vL4e60EEZ9GE+16Vqmk8bSiFnR8BI9YixpFSpzeHtYr1t94QtjtxwVotDLuiUXrHGYW6Ss6I3UYHHbAmgLi7i6egRcm6IZCysLNgFJYZzoU0croxLY44Wdb1TN06gQdAOJ6O1Jz59ttvyNvKp5+84tXL/5e6N+uxLMvyvH57ONMdbHR3M48hIyKHqqzK7Kqu6m4aJOAJ8YBAtARIPABiEHwGnvkMfIx+AqQG1IhCTdOC7q7OyqisHCIj0iN8NHcb7nyGPfGw9jlmUVUJElWBlEdyubu5+bV77jln7bX/6z+cYK3mxfMXdF3L048eMbieZ18+Y7lYcPn0gvaw53DY0Q8dIMrbrm3RccvJ6TH/w3/3P3Jzt+df+rv/Ot/5rd8FXVJWNaYUJTNaoaICJ57mzg103YHeHei7A/vDhrbd03YHVutbbm9ueffuLkNIMhR2TuL9hPETpqIXY6TvDxRlIaymJJYC9/YEIkgKwYubZP7Mq7LAWk1VFBA80XUsZg2+79hsViigLktx0oyJwXkGHwkYXEwMIeGCpGINXpLVTJ/huVxUR3tgm4ebsoGQRT8F0RZIgR9/jcVYATbDNyYPuXPYR6494/B/bCAEdZF/NX9JkR4Xwf+n49fOAPKhSOhxDjBBNuOilFk40ztUJBP4dYB8vPsN6uj/rX/tX0WbSFMr9ocbXL9hMS+oC6GSDa2nKkrObcmZb6jmtYTnkjBKnAT7WFAuK1Qy2GjRyZKCWLIKjKExvqDUJWpP9rn3jFJjRSLqgug1LmpiyOk3UeFiZNsGhl2HS5a79Tv69ob9fstuv8cHiT/sBoeLQgFLKqdDGYOxBYv5ksXySPx8mpqzkwuOIsyPjyiqGm0tVd1QFpall0FSUVXYssa5xNBGTF1KzNm4NS4Vj5cN3nWApq7nKGXFI9w20hnpkq6VIXIfdzDX2MoS2pIylcwfPQGnJFAkD/WMUigTOTU78e7JOGJR1fgoyUpoLXRTRJ3YqCrToS3kgOikpNB7HyU4wneybS0bkjKE5On8QPIxh5BErJG5QQxGBnKqI6g7ckY3KmmsMiSVJfchMsQo17VGKIY+SYh7lOD1oqon87pAJESHMomgLDFv65XKBUF+CMWRxeNwsUc1kWbe4FsoipLdsKOsLMcXx5TlY5q6Yug6hpRYPjnhxJyRTMXnn/+M//WP/i9+67e+x9H5ezhqzKygsD3rzZp+fyBEz6wAt9pCNWN5vmR1cLTekLQmFgUmFTLoLApsyounSlgbKOsFMQqNMoQe7yUDOCHn671YAos97oBzAzkYjb6XvIeu6zi0e7p2i1JwaFu2my1939J1babG9hgdKSrpjPf7LdrOaeaNGKHhqGtLOa84PZphVMOFn2GUWI6QxAdn8JHeR0xZY+sZg4fNoaPtB0KS3OSiCwz9QN91ov+wFhTsd3uhF+bin2Ji6DUioxAIR4J/Yo621FORB02ICRf7CRcf3SpHj5p0TxqS4y8xDVP85QuAUiOs9GCn8WDR+NqR3+PXX1Xl19DT3+W9g1djtOL/P8c3Vui/P7zE2oL+4AgpocyMuNcyxEkKW8yIQbiyR9qiOs3gHVFpiqqgixGlC3ofCIgxlfOewkChfV61QduC6D0hKelObUmfsXDnPOv+HW3X46Ni1/asdi2HzrN3kcMQ2R06hgjORxJG7GDz9lWhmM1mFEXBfDGnqupsPGUpjGFeVVR1jTUSpWfKmmUzywHT+YI6CR43VYOtSwYAryjrhnJeSrKN0pSVRA/KjVFjK0XSlkFZEfPoSBGhFrMejlPk2S9+ytur13zw8UcU8xlnj84ojiwdLb2W0BeCxneOGKE0BVoJ9z96R/SBpBWFLjDJkNyDB85FourRxhDiQMKCMbgB6cJQdC5bKycokkNrEcoUSWYAWmuJyosRH7YopfPcIRBjI65+2qCTwvdZwJU9XUJIxE5okkUqUd6jgvijhBCJLmRfnESMCoMswhJLAfcsjtxlAQwKhUGRHQeNLFzOKVAzfFQoW5KUZd8nYqxBKaIODCHwyAaG1TVvv/wVc6sZfu+HhATDMHDoewanaFuNDxpXBXa7d/zBv/y3uL6+JQTH1fXPaJoG5xrm84UEc+gan0psNWcYeqqmpD1seXP1CpRiuTyiax1uSGy2B6qiZG4Vq9VWYvtUYj4/ET9+YzGq5uzJGdfXd8znhrLes92sePT4CS/fvKUfBp48viARuL56zd3NW3QMHHYbttsDSVtcBD0rGYL41cTe8dlnt0JLLC198rjosUMnsw1bUBYlxvbE0NEPPmP/IgiczysO7VZg2O2WpmlYlktCDDSLWQ6JkWKqtWa76RBBaZqyEHzwDP0gjKw8iFaASWB8gXeOshIrCO8cyo6sIZVNCcUq2Fqm8BljrGgHQsgDfJjmCjKZkLlwvpdy7LCwoqb5g6wkJkRsCAwF9EVm92BgCOhkSH3k6OgUW1U5L9dN87eqqjHG4gZRvX8TxzdW6IvlOT4EXOyJSoMyDEFCgQMaghFOtJJHjxQZQiQq0Dj6EBhiYshS9M552qFHEbFK1muXLYj7QbaIbe/ZbHdsNjtiEn/sPg7crTaEpIjKcBgCQ4CoC3xSuChF11YFZVFRDg7v5QPvuo5D33O+WBBR3K3X3K5W1HVNU5bcZCvW+XxB08wESqmavCDMaJpGcNcEMSlCIgtBBL90XgaySkmSjty8EZOpaiEloookJZqD/W6LsobtakW/vuNHf/IjonO8vb7mvU8+4lFKXB4ds91uGBLYwqGTIfYBmxTYQNQSpCIDZglEKIpi6lLGLa+EiQRMVuwpFYnR5CGX6A9GiEAcDT0qhsxZlsDkkAuFVkBIpOjF3jkKD1+hMrFh5Ghn0ZBRFLaYBp4xMQ3BAUaYdRTYJH2/rZ5Ej3/ueNiFTalYyhC1mf5tkrZn9efYcCltIEZW6w11M+Nv/e2/Q52tCZrZTDj1xtDfdQQ/cH52RkJzd33Dm1c3rFYrFJq3r28IIbFYLFguj5nP55wcH1PWC1IqUBpms5o3b14SYuDk+JjkPSpF6qpkdBXYrG9xztHMFpRVQ9PUHNoDw9BTFBXv3r1juz3w/vsfonTAnp3z6vUbqnpOiIo3V2+JwTP0HbNmjlWJQitOFqcslidQWe72W67eXWGSprQl1fEZ1hqcThyyJUiZxHF1t93hszX2Nj9/ZVkyny/w3tO2Hf2wE/JEUTDEwPXqboKThl5mWU1TQ0KUuknCb4yVpKqYoKgriiQWx30vUZ9GmYmtNxZ0m23GHwbjGKBUCmul+VBkV1bSlKA2vp+RFy+srLEzZ2JwjbX44X2mjVhbRwJpHBgnAy5gAD9EClNydHyCB5LbZYW5pa5rrCnza34zXf43htH/g//2v0yDG8SWtqqEYdI5eueJypCUYXAuK1J72aKGmAXUiiF4eu9ph4Ht/sDtas3dWqwCrC0JPtAPDmsric8bHC4bDiW0FMkY0ZVltxMXRWMrotJ5wdEEBDe3RS2xh9GjYsxiLrF3HdW90qULPe3k5ITlbA5BkuZnszmLxRKtDE0zo64b6rr5WqbtrFygjMEWUsASeWuY3SFHCiRAEWWg5NEkY9DWEmLiF3/2E7742U+Jhx3/yh/+Aa9+9QUGOL94wvHjxywenbN4dMabuzvKZi6pXUmDi5iUu2FLZvCkqTsy5t4a9R5DFT8TkztoEQiN9gKy89BZiAIixR+7p/sHTHy4jdF4HxhzX0PwjJ221iYXdJ0dKcViVwRP8rONFWppSkw2w8aMCWBjkR/v6If79L94PCzqaAu2mv4+/ttYMMZhq3iReKzborUsBIf9jhAlvyApRNsQI6vVis1mw2JZIc6XcH19k5OGAkUhBVBrccKsqkp2UTkS8u72huubK7qu5dHjx5RFyWy2xNoSrcRl0qZA2+3l9ZUsyEoptoc9bduTMCgM292BTz45A5X49E9/wsn5Y548uWS73XJ7e0O727CcVdSFxvcttIFus6dVHjOrOTo9Zl5WlAn8oWW9WXGz3zCohG0qNJGyKAHFbreX0PYQ6bIh32jWuFgsePX6K0CSv8bM4bIq6bqO9WpN27ZS0HOIT2GFceVzLCcILDXmBvj8XFpjJUQ8X/XRA17l+MREytnKWu4hRsnsPb0xPhjGjr71SoFVVsJAxgYgM3rEHfTrz4pJChUTbQwMSVLVzpYnfO/9T6iwlLZk7x2f/uJnOAWVakURnmShCdm6XGvD4e3dbw698r/5r/+D1HVSvAfnWe927Pcd3eCnAWbb9bgQKOwAOGxRCIsg5y3Ws5ko0fKqmpSYa4G4m+0P7cRdni2WKCXmTtoWHPYHVusVQcnDJddWY4tC6IXW5jCMkqIsGQZPEXoqa7/20KeUmM1meO9pmkY8aqzFKEWZQ4Al7Fqjc+c9QjCyfRXmR2lmqBwybIxhNChN469xWJ9grrVw8pXAN8oYooLgBnADahgoFSzqimFwzBdLXErYWUMXAslagUAwwlBzCRWEx9Brl4vYfaHVUzDxePUEjrFZVSpYuGx1gx9xyK8Pl6y99+wAWUxG6txI7wN5kLwXp8cxXCIlppt8fA+FLaeCmxAoYHwoHg4bHx5KKUaH2l93fE2coq1E7D14uMfPROClsdALhVRHCdro2jZ7kfe07Z7ddkuMnuViPsXLNc2SEITWKcVKrtV2u+P05JSqEipvShDxDK6lKDSHdsfd3Q1tJ9j13d2asiilSy5k91AWJiuCPc28RulE3cis5XDoObRdFsQl6jqy2W5Yb3bcrbd866OPZdFVCZUCN1ev2K1XPD4/4aKcE3ctRxfn6FkFRrO6veH9R4+JznG7uuV2v6Ej4q0iKEVdzzg/O+fq7Vu5D4xlvd5grWWxOIIE+/2efbubGHUhBPqhx+boTVtYhn5guVzSNA37vfhiee+nCEmtNYfDga7tcN5nCmXEuyDWBlnVa62Y9UkK1wMzMi3X3TtJgJvCd1DTv4338kjUmdCc6d4YGwE10TbHQTJRkaLAmzEGKl3w2x9+zOXylBKNj5Hm/ITn62t+9uxz5qlDgsdtrmFeLJxj4u7F9W/OMPbv/8N/jHMuuynKKpiSZt92DD5Q1TUogw+BxcKAkqgtY8K00hVFiVI6J8UbGfyEiC6ka+6HIdsmROxehhshCltFvOQNRWmx9YKyKGlmDU3TiAtj3n9ZK148KiaCS18zGarrmrK8Dwmv63oqOP0wEL1w2cdAYK0NTT3LRc7kQAYzyeW1ybGAQVZ8hcInUR+ixsAEBUG8PATjlrg7bQyL+QzvLM3xEte1JG1kJ2FEDNSHSNt7Sl2IYVj0qCCkBB3FlySU98ZJcl5yvR52NOONPbrqjSHhY4ixwCiymI3fP5kP5gGW1iOGCaPZ1VjYhc43skLkGppMa7UZsgnTQqTxIU3Xayzwo6vg+LWH/iR/eUc/Pqz35ykhEO5rHZt8pzB/Rnm6qHQDXb4PfQJrNP1hmDJTt9s73r5+QVlZPvzgQ6wu0aagtCVS+xWzoxmFKZnP5xS2ZNADXddTlhUhDGilJKlqGBjPRhNZLhe0h5aqlCZikReUEB221KzWtzjXUc9mtF1LXRfsDx1DLwtLAs5Oz2jmR9Ou6cnjRyznDdu7GwDmszmXR49oh3fcvnnL69U7iqYiOsfm1StmZUk1q7l4dE6vE5uhozo5Z7vZst7v8VEotVWp6X3gbrPDRYHgru9WnJ2f5OdJVMl937PdblBKc3JyTNd1lGUp4d9OmpGqKpmfHFEUBX3fs+97bFNhUyU+OLkBOZof4b3j9vaWfhjEu7+wkoAVAoWVYXff9ySjBIrj3n5AWzvZGUzMn8S9l/zEyhkhzfSgx8k3vrWEKK+rIgz7LdcvX7B85PDa4Eishju2qee3fudjFjHkhT6xXm847FvRPbjfMD/6d/tBujgdJelFa+qmxtgK4xxF01AUFYNzBLxYA2CwyuKjwyiFDyavwgmjawpbY6zCzoR9EpOmrg1VNSOlhC1KjJFYuLKsmM/n2IIMUzgKK17m3jkaIwXbKChtYj6z+GJJWZQSKTcMlMZSFyXee+q8GHSHVhgSRpO0ylCCFjw+49aSeWkmcUoIksequd9aFgnxT9cjhv/APjWNkX1hwp2dixwOgZOTE9b7PafHx7S7ndgL7HvKuqbte5S1uMHlCEGBbArEHXAstkqpbO2b7qmoIfLntSCSqqMzL91gjAiDvPFCtbRFht4Ug3PE6KeFzTt5iMqilEKvhHapM1V1XFisle23+PwwFWPvHR6XX+/extVkrrcsrvI+U76/QKj8I7Kaz+JrdV+pB14maJKymep8/3UFX/MhGdkUtqpp24Pw3/uOoetoqlKuU5xjVMK7ge12ze3dmrqeMZ/N0Vpzc3tLYQuWy2P6HkIYBFo0Ea0sR3OxV+gPey4ePabr9hirsUrxwfvv88Hl+xwOB549+wqlNKenp6ATIQ6s1jfc3N5Qd3uUEh+lGB3Lozm7raNuGsBwvjxhvRGr5H4Y6A47fAh897vfY16XPPv8czbPXhDrgnera7yOlNZy1DRsUNTzhidWE2vL1dsr1i+vGIaB+XzB+dk5zfyIu7s7ZoslZS3N2GK+4PzJBS9fvcQmzfuXTymKkv1+z91mB0lcLXufUBZ8ihIBOnR4EkYrVrstq9WKet4IaycHpicji7BtKkrdsGkP7PpOtB9FQdAKnRu2GCNDDJRlncNUZGFSSk3NG4yWz3nhj0w7g2k3SYZuyKRJk/WwWiFG24r5osHWhsZAXUaWdcmz1y+427T4ZcnNyzecMhcqa1URk6eoDFYXYq/wDRzfWKGPCoq6lmEkZBVgmzs2jfOOsiyZNRXRlxDEt7wua0wtHN75bCYhITGyXMxp6pqgEtVShpykNKnxlJJt4/hrZF3oQkIqnHdiXpSiMPxSpCgLiBHXd2KgVi/onXSwi8Ui48kh7ybs1KEDki2bo8TGr0t+aDFhySHH9ykUpnDCLTcaHTUoiRuUe0blTlT+7FPAoqV46oQpCgIBWxi6riUS2ezEqsGHiKlKuixLF0c8NXWlYVJDxiwtQbx9jJKBFpJcb8yYBcvXijCZfVAU2YQu49U++TzHcFlhqQjx3sp2/Ny6DIEIRlowcqjHh0sk/LnbznMB6dTvh8M236Xe++nzvi/6TLMGMY/KWXbqQT5ogvvZQZp+F8va+w5qXOPCg4dtWniR4i+2G8fE4PGVgeQpSkNTF6ytpj3sKcoST0/v9+ghCjxYaZbLGdYqCaHXihAVRdFgVEHfDewPO/E9qo55c/WKojDMF0ds93tOjk/RxvDxJx/T94HZbElIA84rPvzgW/jkWG83MuAryhwerzg7PaYoSgYX+LOf/wIfApeXlzw6P+ew3bD8Ts13P/mI7eqWX/zyKyLQ9h2zxYKgE4XRDH2PVZrD3R00BcuLR4QQqas5Tx5fTjtW5zy3tysunlxy/e4tZVnjz+Satn3Parvh9PxMPuMQQCtOT8/o+57r2xuWyyXL5ZJdeyAEqQ93mzWbjUBBkYQpC1wn7+/4+Ji72ztW6xVFUbI8WjK4Aec9i+YIlKIoLE3TsF5vmC3maH3fzIhoSeVZQS+Zs4rsuFugkqbN8wZrLT4Emd+N90kIlEVBWZYMQwdK6tSyrjmxp/zww4/Zv3lLt1/z27/7Eeff/YCfXz3n3X7D3C2z11ZHRDQ4+90hizP/+o9vjnVTZIl7FkXUtsYUUoTFu0VzcnLC8dExharxQ5Cta2GzVDpSGMP5+RmQIOTCbEBZYazEIHCNVirnqKppASCLaZRRBKDIW64UU16FNd73kBKzKneJWrDtuqoyjicdw5g1GmOksJYxbb7IGP0wDPKAGcmIFBaLmbr9whak5Gm7/TTUTAl8ZiFB1lWMt1D0JG3BiJOqUsJ6IUlSkhg7abyTkW1ZykBVI+wX33V5SAbKKJKOElaeZFGM2RtbaTWxD6Yyp+67YeFtf/26yqKXB9XB5ddKiLtlzB99zMPJcTssys1RzDMOesfdgHx/kPmKesA5zofzMYt7ct5rShIB6SWv14cBEDbROOd4yB6ScxtnJ/BwYflLRSujJW3GYVX+PXiXu3x1b7iIBOF4rbBlxdzKTKmsZVdiKysWzYsGU1qUEj8kpURUJuHnWpg3WnM4bOldYLY4wlrRC8QsyFPWcnJ2zvXbFau7DbYQfP/o+JjdYcPx0TGD8/gQKYqSqqrxTsgCcX/go299xMtXr0kRPv30Ux6dnjCrLD/+k0+xBrrgCYWlnM84OjliCI66LDis1lTWcvbojPe/8xGxKtBHRzSnF2y3O37xi1/w0UefsN1s+Z3v/yATEWa8evmK2WzOZr0R/6foub29oShKfv7zn3N2dsarV684OjqiaRra9sB+v2e9vuX07ISnT59SVRVXV1c45yiKgtPT0+na3t7e8tFHH7G5W7Nar4kpcXZ+zmw2YzabsV6vBWrPDKrjkxPc0DM4SWura1E5C4wnC78PQQq61jlNKlFVskOYePrwoFGRGlBXJXVteHzxhHldM7OW2dkcq84J3YxHl48plg03P7vmixcvsF2T51Np+t2nSB9/jRXnX/H4xoaxf/Pf/MMUY5wwOWv0ROtr2xZInJycMJvN0MHQlE3evoecImXpupblcjFBL8YoIlKwFIIDSwdvSD7LpGGSpikgleb+gX/w4JucVzkM/TRADbrGR76GS49bubGbHJklAs+M4QZahrQZu5ZgcbH0lZugprQFQ2YDlKUYSaEy9/9rHX2GtLNrZYyeGPPMoqwkstBUGFMRvOwKtBHpvcrtSoyigBwZIg/P30f5nB4OSO2DAfRDrHosxmOKvTEy4NPaTCwam/NGI05wZj2GqX99gRwPrXVmLIw/636rPOZvfr3QK1B+YmoA0+uOu6yH10XShtRfOJ8/H2outFCL1ve0zfH4dc/EkIU5UhgCw9DhhoGqluSv7W5LYQ1921HPSnb73XTvlGWV4cRF9oNRNE0j77/XWN1AHsoqFUjKE6PD5mZCTMdEMGRThfcDPva40DG4A4PvaPuWfhgw1ubPVbO6vaNuGrq+p6hm2KLkzZs3pBg4OVpwc/UaFR3zpqK/WaG9IxSKu8OWd7c37DcbTpsZykfOH59x9OScLnm6BJgZZVVxenpGVVXc3tzKcNF5XC923NvtjvVmjZ2LaEuKa+LN6zeTJqUsSzbbDYfDQe7NrI+o6oqyLNlut7iuZ7ZYcGgPNHVDCJ794cDJ0QnRR/b7/QRJzmazaRDbdV2mQM/ztRAxWVVVApvEKPj/Xpqwkc1ljBFjw0yBTBnjj7mu1HXNfC6wXNf3mBiYlYZ93+FSoCwsanCE3YHT2QLvB2Kl6S20IXBYORkgJzK/v6CwBc4F9p//Bg1jlanROlHWM1KKOO/QUWFsiS1zorotpVvzkXnToHTEDR22MChrmB3PCNngSFUQVcoqylqKMAh8E2Sgmbk5aJUN/JViN3T5YZdOMSZF13coFSirmi44CNnfxd6bSI0QgQh8xqR7gW1kKCvTdRFvyM16X6SyPD9FQkiiXFQCeWhslneL6GKkV6ZxqAP4LP+2JnfJUWx83dBDsmhViBUymqLIsEwUXH7c1UiWKGKfO8nNLYUpvjZcBf7C3+8ZR+HeHTHJcFKGqSEvvnn+oRRaRxKBmHdj8j1hGqKOLIVx6KqVnXYF4yBbZhWZKDfy6xWS9PUQO81FfVysxgXZOYfSZhoIj+f26w4ZvP3F4dfXB9Pj71ninqGtwhhMXcs6pCWcvahEYEWZCBT4WNB1eXHQBcaWhFRJ5+gDZSqxukKZhHOIGVryNI2lqiv6oUXnQo+ODGHgsD9wXDdU1ZwiWcpUcrjesVgc0TuPcy3L5QmL5RHb7ZazszNWqzWLxRFX19cYI3OVZj5jtV4x6jzevX3H00ePWS7m3OzXON/z3ne/i02J9m7FUd2I4KnrOXpyThoc7SHw9s1bXr98zXK55Ac/+BscDq0U+PWWummYzxYUtqBjw+XFE+bzOS9fvuA73/6E6+trLi8v5fO0mtJKAwFSVI3SzOqGpqq5evOGu+trMbwrSm5vbjk+OmLoe3TSzJoZOs+Kbm9uqbIIqygLjo+OKIqSpq7p+gNtWWa4Mt8zmQjR59zbwlqKsiS6QEhRwl7iGPBist9RYsh0T5nh1dSx4na3g6ZkeXbB+vYWNa/Yh4QxMp9JfgDj6cs1rm2Fbp2pt1ppyln1/1Za/z8d31hH/7f+3r+RQghi8ZtkKy8eNgVHy6X88PyAat9TW0siElOkaiq0kS0uSoy5tM2Od6kgOuEgExNWZ7+MIMyIFEMu9ILJ7tyQ8VrZwoUgzpHaFlhbMmQ3whAixg/fNSIbAAAgAElEQVQi785d8dhtjN1BzNNCnelZZS03zMi6ISmJ28u8cKEMSmddmERSY3SYykZMWny//1xHH02F871EHxIgRgpjpTiYGqVr+i6gdUHTlCh9v5vRClJ2BUwq4aPHhYApLGVRoty9rPthoR+/Nv4u/54enH+mrkVgDEeOEWuLPIsYSIRpQRwXx/HnhCwuGxPHRAqu7ulpjGwauPcHkaMoRVE7KiKB6QEdi70Mi7OFw4Nb+s97lHxNHIVG8xc7+tFDZ6RcTp8T0nEOTqjAyhr6ISu/tcUFR9cLjGS1eLhvNpu8MFmstRwdndDUDSlBk6m6QyvNRkou2223aJMY3EjjDBLQYy0pgu5LEgFtIm23Y/B7IoF6VpGAl69f07YtFxeXpOB5/uIFTTNntjxiu9tTlhWH/Za7m7c8OjnGqCg8+pS4un6HbkqakyNubt9hk+LpySmrq3ccDjvKxYyd69gcWn7427/P5eUl19fXXF295Ve/ekZVNex2MlMwxvDxxx/TNHN++qt/ztXbNzx+/BilFI8ePWI+n3Nzc8P7739A17V8+eWX1HVNirBebybIZLVa0XUdFxcXrNdrGbSGwG6/pyxKuoMEjtd1zWw2m3j2Y9edkjRvVVXivDClxnuy67pMkU6sVqvp3gghEFwQFpDKiWe51hyfnEyLxGq1wmjDe8ePeVQes0kDOzx2OePF8xdcPnrCxdEZw75lu9ux71vqeYOqIl3XCqwWE4f9YbrnX/4fP/nN6eiP5w3OOapCZx67rIJVWVJXJV3b5m1QRKcoPtpRKFMaJdFoGUe11mKtiGdQBtuUIqYYBoYkGaUpiteEQhzzYhB7VlvW08Q8u/xSliYLmTQKS1lYKBShi5M16Xjxx45xxAhHHrBM3nUevAa0TpmFomSwScK5e0fD4EuUTjTZEncUR8WUGCPIxk7UZNMp55yIypQoNa0pMJmdYmqDtYYhDjl6Tt57URRodB4cGqITSo/Rgrl3bZc7qGLqZLyXHYPiXpCkEgzqfgGIcYS8LD64CWoxiamT11pMxEarY2vv8XjvB0L0gEVp8nxBMHadqZzG5oFpmuDxfOSg6Nztyc5KTVx8Gca6PBvRhIzh6iyagftdi+D3eXhvDUqPA18zXe+YfJ4faGIIwgZCUYZavn/QuM5BkTDWEqPjX/zxv2C721EWNe9/+CEf/d7H7PueRxeXFEYcW5OPBOcJQ+BkcSSupErRzAes8Vxfr2kqy/XdnkTEuYGikKDydt+ilWJWN/hhK9dbJfq+paoLUgj0h54EzIqaQhlwEe8j83qJdx4dEjjHbr+jqguOFjOMgbIouLx8zHa75eA9u8Oe1AceLR8xbxqWdUNw8OjyfW7Xd2ze3tE7xz//kz/hO9stp2ennF88YX58RNse+PTTT3l79xoSvL2Vbv92f8N6veZ2vaVpam5XG1CKoe/5/NmXaCX37Gw2Y3ez5cnpI86X5/Sup6lqBtfz+uo1y5Njrq5v6A4dEcXjoyNOo6c5mlHOC97/6AJHYL0R1tPR8oR2P/D2zTW77Zo36w3NbMbJyQnOObbvbqhnDev1mqFtqWYzgUpjpKkbqszgiSly2O/RxvD4yRO5H53Ycu92OwYV8bXm0ekTqr7l6uaa85Mjfv/3fsCT03Oef/kVs+2Mk9NTQgwEJTuPRGIxXxBC4Msvv+Qvpwb/1Y9vrNAPhy3OOeJgIWORKSU8kfXdkD0w5qSQcH6gz1vimBJD7/AuUNfiAYFTuCFIdFx0DPSCK5tcAEuL66N05drgg0BFEUmlmZSfGafWSqFJqCSLTHLShRktXjwxd5/ee/q+Zzaffx3eUGrKs+x7wfMlFtAwuD4HYUhIiNC6IlYLndGaIDYAKWauubBaANC5GLkcTRgCpS2xthQdgrL4BM4N4gOQWUdFUZCi+IEkL979SikJvXYhy/klkV48xyWiMHjJxy2spahr+X9GPOGJSYzC8jl7PzAMkbKUmLpxy4oSaE3rIhfGmD8jGAYnhQpJPtJJhpEpBlHZjvBW3mmNswLIHbceO/5RoAJkcZm1Zirc42KbEjLHycOtpDUxL0iKe3hISAKjha5HoLb7Ae7I0JHCL0pgnWm52ii0kfiUhDCPiI7LyxMu0ill2XB8fMxnP/8J2hYsFkvmzZzd3TVN2XD77oarN2/pDy27zU5SpNoVZ4uCH/zeDylnNcv5jBAj29BDClTWYuoKSMyrgm3s7sVoOUPBOy+NSFHQpgP7zQ7XDWhT0lQ1zYkUy6E90LYH3rv8hHS8YLtdM3jHF18+oyoqnjx6wuJwwHvP+fk5VVWxWCwA4b4vFvDhexqfInvfs9puOTk/Y7ff0nUdXd9SNiWH/RZjLb3rGdYHhhgxheyAlbH0Tp4tpRRHR0d0XcdqtWK13lB4zZvuinc312iriVp2phGFOnhOHr3P8fE5Cc3MFFT7lrvtHb1OvFr39LHj0PXsr25Q8QVpULjOs2gWHB2fUDcNIUTW6w1Jwc27d0SlqGYzjLX4PlDXDcvlMY8fPaJtW+7u7jg6OaEoCjbbrcwO9rvpHIKO/OzFZ+hXsvts21ao0Ddv+eXPfsJ2u+X09JTtYcXt7e00Y7q4uODm3TuOj4/59scfZ9rzX//xjRX6ewqcmfwciqKYxA9jd9znbFaXJ91108iAo+uICB4+FtyyLCmqcsJJQzY6GrpekPGYwMjPppCw5EN3X6zG46G0ffyzy4HgI/RgShFdACij0YVFWQNGo5BCOf7/sTD4rPwb/34/xA0onYdMKuKDz+IoO/1MUDkoIxEZpgJnK5M7YocB6QZ8RAVNyjdFCAGrDSqLsKZknHEgnYTGlUjwwO5gXLSm83ee0SwqBaFjjuc3Xs8Q7oUe913yvSBKzkdjrM7Mm0CMHm0UZVnINRsGmUPrUVx1DyeNVEkZWKtsXXw/GB93Wl8zt1Iq200YQnAwpi1ljULKWPy4Yxox/nHIL7vF8LUBrxR+2UGMu7Q460gKhtARjQOTiDrRxZYn780F70YsPT45JA7rW9YvvuT06SUqJShLzH7HR48qomr4Z3/8Kz76+GNOm8d89uMfc7KYcbdZc9hvaRYzCqvohx7fd6SsI5Bz06zXa0bVdsyLPTDBD5eXl3JvxMih3eP8wHw+4zvf+TYxBTabdSYTaI6PziEZ+r5jtVlLoE09xxSW2WKOC2L0h1Y8evKYxdES5z2OKKEo6w3XN+8wxnByfIx/9IRVIff21m9wbhAmUn7mq7JCa818NmO/29O1LWVR8t7lU6q6wihF38vO8+zsnPnyCJ9dVL/3Wz/g4uJbpFSwWu8p6iVfvVvz1Wc/xceBttuzWr0jOgO9oSgss6rCVglflmxvnnF1/RYF7NcbFicnWKVJWstO2HnOT8748Fsf8v7T97i6uuLFixdTE3Jzc8PZ2dlUTx49eiTPn9I8vbikyoy9w+EwUbSfPn1K04iJ3+XlJZ988gkhBO7u7iboaDRvOz4+/ivV3V93fGMY/d/7r/791Pc9w4ilZoGSCJukgGoteZfJD1gtKlOb6YsjRj5OvEUpW1A1NV4J5maz10XKuvcYI6UtMpYpzBMXmNKXxsLw54v7uLCUZTl1//fsGj0Vt7GYjAvYw/c5yfUz1DQWEmstRVHgBuHg2oy1G2MpyzrjwJn1E8QrxBTC11Yqe/YkoQc67wVC0QpjZEqvMuY/FnRRV0p+qpgyMe1QEqBsZtGQmTpKUeRzSVmSrfOuZt21qMwu0tpM12P8jMaCnFLCu4i1wpryGTaDmMVnvVAMmxqQ7tuaenp4HkJk47UpsjFVjBGtqq8V9ofX5+ExFsKRKz928OPw2JhiklJpbaf3It7sevJRUuoe3iF//jF6WrZYq9kdtsTYU5VWhrlKZQ8gUMpQFBWf7D3/6H/6n3nvgw+5Xq/44sVzPvr+b0FZYJqak4sn/NH//o94/6MP+cEn32d3teaT730HXRa8uXmHV4lq1uDcIDoMY7Kts+Ld9TXOORaLxUQ/HO/D29tbyrLk5ORE7una4oOnKqvcyfppptEeBFosrDC29vsN+/1mGqDv9/vpnn/4PNzd3XFoW8q6moJLlssFzjuOj49JKdD38tqbzQbnepZn5xNmfnx8zG63Q2nFdrula4UZM4yMoTLR+x43OIbBs9t1EAsW83M0M+rqhPcvv03THHH6wcc8c566qXFZH/LZz35Cv1tz/epXrK5fkfwOfItKAyVb/NDTZ0GkMYbFbE7XtjRVzdnpKRdPLiiKgtvVncR7JqFYzmYznjx5Mn02P/nJT4gxslwuOV4ecbRYTM3rfD7nhz/8IXd3kh1wOBym5u/ly5ecn5/z/Plzzs7OZN6w29F1Hfv9ns/+6E9+czD6MA4u88M6StqFv1pPXVkzayj0jMJoyrIiJSmeTe7sQ06oGTvImBktwzBgs0Okd06CK7yfhrAjHJCQIjYO75RSU9GfsPtcuAVuUZmfn4eSAA+6STKWPb7mQ0+XsasaF4e+76cClvB4P6BUld+HYPOJcYFQpKggaYLvCSFhtMH5QExQNeJr77zHFmUu8JG6ElFaCIHopStNWiIQ3DBQZPqpRsRaQSuGQR6qaEW7EL18ZlYblCIXFyirYhpiSod8b2twj7276f0XpSFGRex99r7ReUc3UlwVpCiBLf19xzPu9JxzD4RNTLsJrdR0X2g94v6JlPR07e59ccK9tF3fzxgEc5e5gFgrh+k6yDWS9zs5GaY4MX4gEKLDs0BFjUZRGlDBc9hthdffB7yPqBTwoUe//AWHLz/nzfqal+/eshtafnz1JS9v3/Gt3/4eqip5e3PN6Qx4+h4fXpzz809/xFevX/E3/vAPOH50yq5rhf1lDX4QL3cQqKPv+6nZKMuS9XrNfD7ne9/7HldXV9zd3VHXNXVTYG1F0wgVsO8dKYIxBdYI3NYeWqKHEBLnjx7h3EDfD1xcXkyKaaFJizndyelJ1pFI4M/x0RGD73n18iVFYTkcDhjgcDgwHCQgZXVzS1VV7Ddb9tsdz58/l/zafJ2fXl5S2YKXL1/y+u41Qxqoq4a6qKlsw8WTCyqz4O3rFe9ebwh3jhQMT96+ZbfUbCiwpubJo6f8nY+/R2016Ye/ix9u2W1ecXv9FZv1NX0Uncsvf/lLnj65oK4qhq5nv9nS7vfUZUVpLComloslxlpWqxWnp6ecn59zdXXFyckJwyBwb9u2wv1frURUdjgQQmC5XPKnf/qnnJ2dcX19zfvvv09d13z66adYa/nRj37E06dPGYaB29tbZrMZ8/l8uv/+uo9vrNA77wBJr9e5IyzLYtqSO5dVaNZKZxTCJP/Vxgi+l29mbaWD1El44CMuBuLbEbLdrxscipyVOQzCk/f3pmQPed1iIawmR7zxoVFaLGcfdppiZzoOCDN7AyaK37h4jP9nHGiO2zihYXqc98L9tyWQCNFPQRog5mfWGmypORx2uCDZm5PyM+PN1lpUFleFECDeO0OmPJw8WizpcgeolSaqyV9gsiUuC+EJu1EhW9lpETVaE/Q9M2rs4sct5niMnV4IoklwbsjFp6DrOkaPIpOhLrkOUkDH3dt4fg+hr/G6iJeQm953WZaTjfR4jE2ADMy1iORCJBGz0dxDX54kMXMJZJgeczETWbwPfqLUxig22Foj0FtckIZAEaC2mtXNOz77yedcv33L7//e73N6cs4weH76s1/wyx//Y47KQNFYLt+74PN/+n9ydnmBTYF3z5/Teke9XHD7/CXDR2vutgOFSjz7/Bd8+3sfU8zk0azrktl8DiiB3xISwPPgPjs/P+f09FTUmxlbF7XmgC4GVHbGlHkSNM2cGGA2m7Pb7lksjokxsTiagRH47nAQ8dK4y1VKYcsSW0IznzH0PZURGHa9WnF0LAPfoe/xwdN1LevVis16TdPU0/yAlOgOB/bbLXVZyo63rpnPxCPq9OSE7/N9du0OrRRNUZFcYFbPmdk5HyyPWN3s2K/3vHr1huZR4m//7if8k3/yT1nOH/P8p/+M3/n+70NRoLTn+upznn35E7Q5cHF5hjq75NmzL4kxCr//5Izbmxu6Q8vd9Q2r61ueF884OTmBwtI5yev96quviCFgc0PSty1V03B2dsZut+P25pb4gOkzm81o25YvvviCo6Oj7IkkfP6rq6uvwTUpJe7u7qbdwTdxfKMdvS0KXN/jQ5AC7xVkmKQqS2xRCE/VeZq6pO96DocDTcYdx/ax73sO+73ABoUYXlVVJVFmecsnqWwyoByyKVRRFNhyfGDqCVNeLBZTgbH2XkavjZksS1WWPo5/1tn3OqaEy6t5XQmk0HXdBA89hJxglFOLox5qpCgGSXEKkWGIBA9lWdPU4kpIGpjXDUkJt1q6aYOPUTDivsfYvFOIUZS2o7dMKVDW0LcYLfa5RhcUVtP2HcFoqqqcIBqMQlPkgi7nW9WlwPxGYAvnhN9dV7UMVbUomJVStG33AA8PGXKSndNIdWvbVuYvdY1AVGJYNXoKPcTfRy7zON+QaykMmL5v8X7AGIFMBF55wHPX94NtEZsFlFHYLERRamQVyc4sROHd20yBHbK5mlLyXiVmrwcVUCpiYotOAYVD9Y46doTNNezueO+ooakU/+RHP0K7wK6A1XDgi89/QXvo2SvN7uqa2XyOVRUnswUEcLcHLk7P+cO/83d59fYtX7x4xt3qlu/+4Lc5Ojvnzdt3GarJ7xslu4oHwrSRwmqtMLWWy+V0DZQVRbExhqpsJnjJVhVt27JYLDHG4pxnfrxkCAd5ToymnjVTsxJCoGkaUhQjuvl8joliQbzb7zgcDnzwwQdorbKAzNH3PV3XcnS0RFUiftrv99zd3WGMoW1byXw4HIT0kLvay8dPCTsvQSdDz+bmHbsYsCli0RzWe4Z9x+HNCz7b/ZRm/5RX/+LnNLMnvHqz5bjdst73fP7iGcXCsutvmZ1YXr55wcGImJEYcV3PV8++5Pb6GqsU89kMqw3eOQ6HA9u+o3cDKQSc98wXCxaLxdQUNk3DIsM1Q9cx5MK93W5Z3d3R5GLfti3X796RUqKZzbi4uJgooqvVirqquL6+wXvP27dvv5F6/I0V+u1+L6uT1qRMR+yHgWG1YjabCUTS9zKk8EPOy3QkrTCFhfywm8IyKyxFZnrYQkybBI+WDnbEpGX4KJ10DBJdpu191+mck9U47wjGr4+FJirZFaSUsMpOXaKN90XbWoutSsiLxsi1H4vU+FCMKj0pdAeqOme+Gov4nwrv3lqxnQUYnAxmrIn0Q5spjYh6zg2EmCSRSVyMJ5GFJA1lt0nv6NsOu1gIBzgliGHydXHRUZZ2skwQmENYKOOCYo2WxSI4qkowa6EdhmkGMqqHxQZBOOnGpKxZkCHn+PmMXPl7DLv82nB8FKY9VCSPkM5ojTwuJgLfyPBx7GDvTad8pq2Og2L5/q7rKKxYQsj/F/OzcaellegDQhBJckqehML5DucO2AKMTdT1gI6RmA7o6Ajc8bd//4LNqsb3X/L67sDbN3/Mvu14sb+RWYrSDBrUYsGinjGfH1Eow3c/+Q773Y6mbthtW16/u+Kj73zCf/pf/GfouqJczPnjH3/Kze2KBMxnS+kCnSMGyUWo63qaa4y7yuPj4wlWKIoCF4dslxEIvkdrS1HIgN+5AaNtjhzs2XWKQ7+d7umrq6upmLVtO+2IN5sNfnAUynB5eclqfYfWAu/c3Fzz4sVzPv74WxhjOBz23NzVeBRlVXF9fY3Wmv3hwPPnzynLkkePHklxXK85HA58VT3nP/kP/yMOuxXb9TUv+5ZXX33O6fkJ/WGF6lYcbu9I3Q3rQ+SXP13T7ba8frGinp3njF3H3balNDPM/AxXV/S+ZVEkhqGn7x2YAo3MKM5OzyjLktKK86uxhjouub5+x5PLS16+fDkRSkasfr1eU9c1l5eXBO+J7p40st/v2e/3NE0juqEY2bctMUZ2u93EZnLZqfODb38yNUTfxPENet0Uk9gGBOYYu4PxGE+qaQSjj3kX8LAbHovmCPn4ELKFAhhtMl4eaLMCsbTFZCesULT9Pe77UDQzMkkeCnncg/c6wjJlKXi4d46QYY1RJecR7rZEwt2zcB4OFcfX8i5hqnGwGyjsaBGcxnxukUlHgUFikHmE1pLwo7KBl7ByJIQ7JY9zmS6qNUZr8fgm4+jRE2MQj5aUCClRzWtAdiWFFfyeNM4UJOA6xUQKgWLeUFVlFu2MNgSeYegnSGvs4GVYK8ZWPvjp85WiI7sj74X+WhQmDzylQD8cio+f3ThDmXj9GkYjOEIkJkPXtw9EWJayssTop669LEXM1vdOAiqyj4hco1EUlgNU8sDznuIptMukAod2z3Z3y37/kkVT8cs/+zPoOi5OjqkLg9Gau+01t5sN1XHP4qKh+uSHnJw94eLxE5qywUQwSeHbHhMVR7NFjlB0tD7w+VfPeLW6YYiRoDV9CNiyZrE8xrsgjoy2IBgxmBtJAeOuaITcQLDxUffR9ntsYXnz5g3BBx4/ecIwDGzWW/b7A7vdDuechKWczBniwKPzc9qu45effcajx485OTkRzL+qJirkbrdjc3vHe++9xyff/oSk4Nnzr1hvVqjC4lLk9nZFCIHr1Q37B2lc+/2e63fXVNk23KfI0akMj30Muat/wq4pePvqGX7o+c63P+H9J6d8+PQJ/9s//F/4sx9/QWETx2cLbjrFejCY5ZKbbctnz59x+a1POH36mFAYTt57gjcRv9swrL4S4oLz7NYbtNbMmgZjDXerO2EINg2zqoAUWRwdYYxhPp9zdHTEfr+nbVs+++wzjo7EQnm/3wNM0Mx3v/tdttstn376KUop3v/gA+q65osvvuD29naqFe/evaNpGs7Pz7m4uODVq1fsslnhX/fxjRV6bQSiGZwT6XBZEtN9bFeX6VOP6ycYa8R1LngKXQisodTky6K1xmf/5odukkVeEFyQDs9oAynJhBsxuRrpmSOuO77e+D4eUiRdcFMMmQsenaSrHDLuLMUr+8LERBjc9Dpa60mFN3b1Iwwhi5QYqXWdywyiMqs9eyAwmzWkVIihUggoK145h8MBrXvq2Vzi6voBHySNRmWvnS5EdO6eTTOjsJah7yGmCbcf36NzLjNn9LTQjl8fOsHqx8XCuSHPWmThHoaBtm2zZsBOjKKxKMcYJvuIMp/fMPgM60hMYEgxoytxuo7jDOB+ECoL8kNKZ4zCjinLEWYy+WfdK5nl+2Rx0zrla624z5aVoevIpZddnexkxMNHBrIximgKEmVh2e1bvvrqS/77f/D3KZTisNpzeXLKf/4f/3u8d/mEzWpNMprzjyt+Z9Zwc7fi1V2H83C7XnPYveLu+pbV7R3drsUPjt16i+sdZ6en/Dv/7r9NaY9wXYtPoIoCWzVEZVBGEYeA6wMEmT31fZgalHHnuN/vBXder9Fas9mIsrRqaq7eXjGfLYhF4M3rtyyPFvjgOD5ZYKxitbrjBz/8bXo/cBgEhixC4P0PPmC/3/Pq1atpwFjVNe+ur3n96hXWWl69vWK9FzaStcIf7/uOl29ecnlxQYiB169fkmyBsXYa9HZdJzj2a8mWhsRsNufp00u+953v8vzqS46Xc+bHcx6rp9y+fc1nz17Qdg5vG373b/4OL5+/5MX1lh2gUkloO47Pj6mqgW73kiLs2aw21GaNqmqq4JnPFpSlcOF7N/De++/zyXe/w3a/46sXL2j7Dvd/U/cmMZalWZ7X77vzvW9+zyY3H8I9PCMyujvJyqSggAVNiWpREoNAQoBULVi1hMQK9Rp2SLBAYscgIUFv6AVIIBYtpN40olEXRRfdlVlZVRkZo7ubmZvZm4c73/uxON933/OsXlYswiVXuHu4m713373nO+d//kNTs9ptWC9XJLHs9z799FN2ux11XXN2dsbt7S2Hw6FTPp/NZriojkqeZRlJInm4i8WioziDNJqiEXIlP3cwYL1ed1//u/jxnRX6pNcjz3OKUopHUZWdLDkMfBxPBBhlVVLXRz+ZphHZeGcsZCYD3/e7Lb0tCE3bHLNP65rGaQSOMA9x2zTs9psOQrAd4yn0YDtPEBzfkk1PsfujX8uRqeMpR7jRHGmaYodQd9ODfQh930fhoxR4xkogDIzniVGZ1k1xUoik0/Q8lyRO8HxffHnKUgq065prEiKrjOP4bhlBZS7OnEEQdJ+J77mI3FjcP6tSxkZXHU3b5H1rM1UgLKOTKcy+p1NrCDv9yGgvB3Je5CZARjDywA/N5yeL+KouOwqqzec95YMDHXXTYs/2h+1c7WdySve004BAOpn5zBHxVXOk12p9xPZbLQpSa6GARLRQ1QVFteFwEGHNP/PP/5s83N0yd28AeD93xZK4HpM3DfPNhtv5t9w9PNLWO4osk8NeOfhBgOf6DM/EGqAJXM57PZ4+e8qq3BPv90zPz/Adl7Jp2aWZsGUi4dPTQFNr8rTAiyDP846lZCdYu3c6vRa+G/Ls6QsJTimEIfLLP/ucXj8mz33KMsf3FW/efIUTBITGlqFtW4bDIVEUsV6vu3t/Pp9zOBzwfJ80S0U2phum0wm4Dg2aQ56xWi1J85xeP+Hp8+do32e1WrHebuj3+/hhwHa7RWtNP4lZr9e0wMN8zv+7+wMe7t8ym44lVa2paFyfyXjK47bgcV2zWGuWBx8/PidqW5SucEOHfLum76ZMhzNCb0/obWkeVzheQBS4DJ7+FfwwxHc8Vts1jw8PbPc7yaZGU6PJTM1SZhqvqor9bsd+v+8W1OPxmM1mQxzHfPbZZ8wmU1aLBff39/zsZz9Da83Tp09Zr2Wqubi4IIqijm0UhiFVWXa1LYoi7u/vBdb+Dn58Zzz6v/rv/64uioK6qrvTqypLI/+Hs9kMz/PZrNfEgU8Y+B2003WFgWRK2mXnaDQST3oTlCH2xC7adIlaCzTguW7X4WGWazki5yEAACAASURBVK7rdOG/Vm7dNDXKHAxVXdEoKYBo3cExZSVMHqVU1+23TYsL6Pq40LWFViAC6bSiMMJxHeqqRhnlqJzmAUflpwAxrutKQk8Y4LRGX4DQAh3XNWwgv6N8yvLS6/jehkkv4rOqIvSDDtKpKnHK88OAfSWwS1kUJL2E0XCEbmQXoRuxcNatpixyGgf84Mg9V87RldL13M6SWWwhjsylqjJTlzHQEmWq/L+iKMUm1hPHT2UOX8ue8n3f8je7608rhnBxHBtfoua4hDcHz3E3IvezzQOwmbSeJ82E7wXGrtkI3RwX1/Ep8kbYUNqhrAqU09K2OY3O8TxZpK/SIW1Vcffma6aDPpfTiUTyOYr7+SM1mvvVind3t5zHFbrJyQ0ZwQ9DwjCW6MwwpEGzXK548eIFw/6Q2XjKYDhAuT5eGKEcjzwrUMqlLms85dFLehR5Tprt5H6tG/zANBIKDumh6+7nizlRGILyzOHZMhoNKcqCxWLO3fsbwjBgPB4SBD7z+ZztYY8XiFHbcDAUb3hT3IbDAXXd8ObNG1arJXGSEESSnwyam5sbgsDn+uk1ruuS5ym3t7f4nsd8MccJPBOAIodUlmWmEG7wfY+rqyuKouDrr7+mHwVcTKfkWcoPPv6Yb7/6Gkcr+kFCHCSoxmE6OqOtNV99+SVZtsGjgnrH/OaBZ5c+Z+OIMkt5/vQJh7QgDHu4QcDf/XxFlhdMzmacX13SOApcl8FsyvvHB6q2ZZceeFwuGIU9Xjx9xnK55PHulucff8zj/BHXFVuXQ7rH832m0ym9OGYyHBPHMTfv3rFYLBkOBxRFwXK54vz8jMlkynK5lOk0CPn8T/+U88tLdrsdT66u2Ox2ZGnK5hd3f+E8+u+s0P/W7/22bhsJ0fV9nziKxWKgbQl8X8RMpfGjcYSbbEd522XbImXFUkEQ4KJQ1Yc2wvY9WH68ZWygFG0gBamqKiksSnXdo/0+tkg0TdNx/P9JnO5Twy5HO7RV21EIgyAArUmiCM9xQUtHaumAGIbQqZjqlMIJdL+3hcv+mf21fZ8WEgrDEN0qlHmY7TXzPMNlPoE+7Ehpl7ZpmhKGMVprirzE8+xBZL9uS10exCrAdHOuJ7TX1qw866bpmDVFUZ7AUbrrzj3P6xZ53aJJOZT1cdqwMIxVCUahMCOKoiDLUqLA62h+p2rYLMu6z9VxJBfAUeKOae+b0z3R6XW0P4MgwnVcsqwwE4SYzVWVHBRox3TNIXUjLBI/EE5+UeQ0bUlepKTpDq0bNIZmuiupy/qDydS+VzuBVZUIjEbTc7KilQXdYCBOr+YwzSu5p8uqIo5jqrIi1BG73RZNy8XlOYf0wP3DHb1+jyDywYHbW1kejkZDtNZ89dVX3VRsJ6DZbCZcd0P9k+dHro8Ec0uTZv3i379/z3YrdsJlVdKfDLv3tFqt2G4F8+4bdorjOOz3e1arFZv9kul0YiIEd/i+z/X1NamxW7De83d3d+zTjKZp6SWJ+NxkOZ5yOBtNePvtGzarFa4hEvjKYzaccj4dkgQtVboh0BUeFZPBkKdXz7i7fWDQn+L5If/44QsWqxVPn7/g1Sef4gQByguolMPP/uRPWe0O7NKUzXbH+WhG6AfEccSvvvgVh3SHFwUMRn3OL854WDyy3W8JwoCmqGjyuqtL9hlOkoThcMh+v6dtW168eAEoVqsNtzc3jCcTMYZ7fGS72wHw/ve//P4IplxXHCZ9TxJeXEe61KYWrm2/1+vsPpu6MYHgqlu8hmHY4Yy2WOZ5jm5aPP3noQStNWmeo4AwitBKQjjKrOxwfVvQTwumhVbsn58uAi28Y4t7976MUla1R3aIfwL1hEmIQnUPi9Nxyd3jMpcjR/0UVrLF8NR+1x48nYDIObo5VnWD61gue/PB17UHij3EsiyjrGU5KgeNQDSe7xFHEoTQNMec2DAMKCsJ2/A8TyYa18H1PHBUxzKyFg6nqlZ7aFmmk+XEay2OZVEQHiGWWiLafKNUVAjspoDQ5Knag8t+bfvTfn27rP8nqWXta7Sfm71GFiZrjUGY3Bfqgyagrhu5bxtJ6nIcCcZRjsL3Qzwti2rdQlnVKAdcx6c3HaK0WN62WtM2DXGSiEbBdQS6k1OFIIxxfYEUk15ioK+CsiwpyoKiKCRlyfcp8gKncnjy5Iqqqvj6668ZjoZcXl6y3qx5+9VbDoc9T66fiHo1CMiyDN8XqOTVqzPKUq7nw4N4rIzHPVarFVqLAMjizsPhsFtO7/d7siwT6DUMadqGtJKGaTyWkBDL3X/z5k13z6VpysevP2a7n3B7e9NZTfi+z89//nMcx2E6nfLFF1+gtWY4HNKUFWmaUaQZTVWRpzmz8ZjxcERZlewPB+NU2+K6Puv9gV+9KRgmLs+uxvzl1x/x8UfP+fGPfsR4MAHtUeQNrh/wenXDcrUiKyqysqRsNb2kh6sVg8GI4fiM6fk5+/2B2ItwUGS5JD8d0h3agdn5jNV6iWoVL5+9RLmK/XbHMBmwWq1YLBYEQchoNOosULRRaO/3B548eUKWVkynZ8xmZxR5yUcffUxZFhwO6V98MeY77Oh/+2/8q1q31h9dCdxiCn1TCyc7MhSxwPUIzANs6XJCzUq7Ts5iyLppcVu6A8BiuBbHtQWmw3HDYwd9yrqxHdWpEu3X+e+2kJxy5G3HX+YVDi6+yTztOlat6UWx+TWdR/ZivenCD2zhsdic/Z6/Xtx/fY9gMXFtoCUplJI5aouJfR+nu4eOtugcjcJc1yOKYspSdhCBH2LTomzYiKMFZtFI8bbTgBf4NIa2aINUPNcXqqzWFLn1MhJBjZibecRJ0r1mz4+613YagGJ/f3rguY4NG1fdZ3N6T1iBk3T7AjVZ6M6+d3tA2OvSFXFj+1DXxrHSOJKKwC88KUwB1m67baVzF2ppbdw7K0NZLMiLnHEywXcDoxQVrH44GlKb4Ht7H4po0De22Z50h22LBoIwICsLuVdNd50eUtb3K8qy5OrJFU1bs96s8AOf9WbNZDYRGCdL6fUSZtNJt1BN05TLy0vDn+9LQQpDembSXa/XFEXBfr/n5uYG3/d59vw5eZYZm9+QZ8+fk6Up8+WC+XoOIPx6uxdrW1arFePxuFsKP3nyBOUJVHo4HHj//n1nPdy2LaPRiMlkwsPDg1G3u0zGU3qJEAuSOKFtGh7u73FQbDYb9rs9SRyhlMfDw5K6zghcje+UBG7LsBeTxDHPnr7A9SKWyw0vX74mCB0j4nQpqgbXC3CDED+MmMzOubt/YLc/iN4BF91ogjAQMaFuKaqCx/kjKLh/fM98MRfH0DghiXt4vhAhHh4fSRKj3DdeXXVV4XoCU0VhxLt37zqI0S5oHaX447/z+9+fjt73ffGhOaEk2o7KN/zn1Iz+GmO6pY+mWW3bdopW6S6Fd6paTZnmHRRh8XxbEJXjkBkKlOf71HXxQVfs2QnDlQABW+yjKOq6Q4u7W3jAFlm7aA2CAMd18F2/K7jKQDW6bclySR5ylKjfdtsdgXmYbCCwLVT29Vtvl1O6oX09p9t5qwOwalKlXFzPQde1KEEdB8dVZFnafT/P8/ANd97i7FrbJbKwS5q2pq6aTphT1xX92FBdzeFUN3IoNG1LEIWMzMOstTiOoumsKKqy5LDX5j4wEYEn3ju1qkyHrGgaGz4u39fCZvL/GnzvOHVZeM7y4+2UUBTiaIq2LpZHuMSqEG2Bt5PEkdJ5TNlylPF/b8VZ83hAKOpaungp9pKbW+SViTI0GbTawXVCYVf5AgHleSnTQys01CzPKYuSIPBld6BrPGO4lmYpddMQRiGHLCUvi+6+VkrMvkbjIX4g954tQovlkka3lFXFaDzC9T3u7u749ttvWK/XncfM/cMDk8mEIAy5uLzk/v6eh4cHptMpURwTJwlJr4cfBJ3YTTQUErNniRKTyQQ3dBgMBmgtsX5aax4eHtC6JUlimSDLgj/8w3+IG4iC1wqNFotF1+DY/15fXwu0s9oSej6BK0V+MBhwe3uLUor7x0d5hgeCCFxcXhPPLthtFpT5lirfUbYFm6Zlvd2z44bleksQDUjDiKHvMRyOmM3O6I/HBFFE4Mf0B0OunlwzGs5YLJY4rkfg+bRNI3ClbvjZH/0R8+WC/qDHYDTgn/3pP4fjOtze3rJar0iSHkVRsM4bZuPzjm6sWgffCQmiiLqueLh9ZHY25un1NevViqIsWa/XKK3ZbnffST3+zgp9bR52bfJJy8KoRs3DNp1M6CU9AOJAVLH2YY3juGOx2EWsFYdoxKYgyzO8wMf1xa5Y/HRaPNchjCNJZXddHC1dmw0xOIUSbPG2rA9b+PM87/DlsizxPK9T09qNeRO0VGXD/rDvqIS7/U5i9ZqGpqqJwpAgDEgGPYYmiOGUPWK/d9u29Hq97n3L0lJgESuJLoqiC12wB6KlB9qCbv+dtUi1Ba2uK7OzkOWqUC6hbSt8P2Cz2VIUEtwQRwnD4Ui66zIDJVh8WZby7086e922YA4OzBTV1LVALmHIfrdDtxK0rpR4jyvDWQ/McrRpGuqyIopc6rLCQRGbz8FVDv1Bz3TM7ZFt1RxtpOHoLeQ4Ih6rqrrrMC1Ob//uKbxlf9hrqDU4rsLFpcgLylIRRfYgK3AcX0R6RvgVRz05GJoSUeqaTATloBqIo5g0zXAcn8FwiOvKzmk4nJrDTBGGEVVTUTfVr8FMsgmxApvH+fwYXbc9UFUVl1cXRHFMVdestxv2+wPrzYbxfk+v3wfH4/5BDNCur59RliXjyRTPD9gfMvPMQBjGvLsRCuXV1aUhTAgl2tca5TjEcYRuNYvFgvVm3Xm3ZFnKfD5nuVoxGU8Azdn5GU+ePOHt27f0ej1pZnTJYrGQOL4TrYnjOCKWWq+75qcf9bi/u6MxjSBKzM9c3+P88oLpbEav1xM2TJozmUxQNBwcET/FkThxxr2EutU8/cETqkZT+T6brKB2Uiq1pl82DPqaft/DyQoULq8//gFPLlPKomS1kslpu90ynk746U9/kzRNubl9Jw1h3hBFHsNoSBXV1I3m+slzfvjpXyKKYtO01Hz99Vf0ej0uLy55f/+eh4cHqipHaYcXz18yn8/pxX2m0+kHLLm/yB/fWaG/v7/H9zwcJeyK/qAvohTHIfB96QRa3T1gp0pVCz2sVqtOWWm9T3zXk0UMxrbAYNb2An2A0yqF6wi39xSiOuW4W88b615pv47Fm/v9ftfVnXb5h0OGo9xO3VZVFZ4rC0QMTNQqCIMAx7wHOy2kadqxeuyBY7tY7+Tvnoqw8jzvJhh74Igat+yWrXV99JsvirxjMJWG7STdr9dNLHVZdSO5LTBZLhL4Vsv4q5SSDrSUpC7P9wiikNQsQgPzOhytyLO8u2ae5xGYpXBz0k1j3pvW4AcBTV3hewKB1XUth7XnofAoq5Is08SJwDy2oFsoZjAYdFOWnbqO/Hj1gdLWQnenVEy5F2pT6O3ivzUJWqoTh2mNQFi6MofGcQpr25a6aoiTCMc52uv6boDrBggjWMzEBBZTtG3V7TWaRnPYH0j6AvfVjXHTdEUnoTy5x2IzETZ1Q+i6tE3L7OyMxXJJ3Ev49PJT5osF88WCV69e8/bdW7bbLWcXl0zGYwC+efOW5Xoj1804WloIZTgcsj/sWKyWzOdzzs/PSdOULMv47LPPhMljXDMdz2OfpQzDRL5OFDIY9InikFaL1cTN7TuatqbXTwhCn6ou2e13bLdb5vN5B41OJpMPbDBGoxHPr57x+P6e/X7PYDCg1ZrxZMLusCeIIubLBZWBgaqy4Xz6hM9ef8JmNSfL9qyWj/hJQKuhqSuqClw/wHF9KlVRaUVaVGz2D/zwk7FkMbeab775hvl8SRKJh83HH3+M47o8PD7w9u1bNpsNs9mMH/9Tv8HNjVBs67LBc3yuzp/wzbs33L675enTp7QNLBcLrq6u+I0f/5TY7DZ6vQG6gff3b5nNZgwHA5aLBWjN48MDw+HwO6nH3xlG/xv/9r+gHSVqzV6v12U6FqZARGEkcu62ZdjvE4fyMFvHR7u9t4o/+8AGfiC2qqYjyLKsy0n1fM9w1sWAzFGKMIk71o0t7p7nsd/vu0Jvb2hrZWDhldPQbGszartpx/EIoxhHKQ77g3DW/YC2aQh9OSw8y8YByqLuGDVwNESzEIItQLbo2oJlDzL79+316fV6xhJVvF+sd4g9TLTW9Ps9YwomcvemaaR7rGviuGf2Gz6BH1DXEuQOdKKwKkvR0FlNu55gm0mvR2HCWoIwpCgKqrwELV0sStSZSZzgG8dNpcQ+uW0b0jynbqTzLYqcKIo/sD/2zecoXbjiYGAoW1jtr0/FJR1LiWNwOfABe8p29yCF3g982kaoupb6KWwm48lT2wWsYxhB3smBIolYgS8U4OVqgXjbG2hQ+bjGCrksSxxHdeI9y1SS1y3umI4rh9A+Pcjfd12SXkJayKRZnsB5o16PIAyoqprHxZzNZgPKwfFc3t3cMBwOef7iJY+Pj3z55efdM/jMCKBczyWKYu7v37NcLFFK0ev1yIuUy8tzNtsN4/EY13H51a9+he/7XFxe8urlS6q6YrPeECcRVSMKWa012+2WxWJBVVV89NELFoslWZayXK7kXqpL+oM+dV13Bl4WwiwK8biy9gJPzi7pJX1GwyGu57HZbYVzHoa8f7jvGpv1ZoPveIyiEaHnM5uO0G3NZrMmy1OatuXJixfs0pTlZkOcxHzy+gd4rst8sWC5WDAdTTibnRGHMY4jk6ajXOI4YTKb0OslnF+c4xtnze16I/YJSO6vZzyj0iLnfvEIHJvE29tbnlxd0bQt7+/uGI5GvHr1ijzPCM3u0PLsd7sdZVEQxRH/+3/7P31/6JW/+e/9i7rI8y5koG1aojDEc8U0qJf0OhgnDoLOr9527lEUfSCest7bVVlRG5aF7Xxtd3uqsLT+647rdEVxvV6z2Ww6yKTf73cjoJ0KLCbe70u8l6VFAV2HLH/HxzfvzVEOoVkaOxgr5CwXBk4Y4joOZSFFaTAYdBDSaXdpDy5bSCxEY6Gj5ETIYj0xTpkm9jWKcZgcmBYWsgpW13U5ZAfaVhvuuyhsAz8gCELKssLzfHOwaqhrsX8wB69jvOxdX/zLtdZ45uDSVUNdHjt3q4Ow8NHpIQfg+B55UVDkOUmvJ86G9qY010IjE1HDURB2urw6VTrbXYTnBqRp1jFx7GFtO384Fv84jiirnLqyrCynY+II+0YOQt8TNkkYyUFe2YWs+XxOFY9aQxxHVGVDEosj426362w7nj59Stu27Ha7joIYRQH7/VYO/lbuecd1pZi3sj/KzOKyLAsOuw39wcBATS6P8zm+F5AWOa2hh1qa7GCY0LYN2+2Otm14eHhguVziui5v375jOp3wgx98wrfffkMUBaDEQfHi4oLdbsdms+Hy8pKHhwfyPO+emSDw0JRdkTocDt3EaT1g7u7uOgJClMQds60sxRFSKcVHH33Ecrlks9kwnU7p9/tEYcx+u2e5WlIWBVme4zQNrpmCL84vRLGtwVMO/SCmn/TwPZfNciX6GtdlPJ0wGI95WC7IyoLRZNy50y7MdFLkOYEfUOay9/Jcj54xHhtOhh0j7fzsjNn0jCiM2G236Eaz3e5Zr1boFqIkEvqxabgcR3x+yrIUz/28QCk6gdRqPSfP8y7APUkSXr58ied5/Bf/8X/6/Sn0v/V7v61dR9LZ8zynKkpZXJpxupf0SOJYuL2ez2677WTctrDZDsY96Yxttx8YYY2lrYE5SbWsxTzXkw24KcwWrrFLOc/zGAwGHc/7lItvX4O9KW33cVqoNA4oKbaJFYKkmeDztWDaviNwiSgUhc9tizN86F9vf20XU7YDPWXdWOjBFpZOdauOVMcwDLsH6nTJa4ttWUtIchBEBq82E4OSgjQajc0ytma/3khBt9/LGMs5rotWUJhDKAgCkiAiT/OOBgl0B7Y9hE67dgz7x3Ln7XU67cTB0FnVEYO3E5U90O1BaA84heDb9nO2XaP9e47jkBlzqTgOO1qlsKSUgcJak40g91vgi4VFmm1JjJ2ufT12pxNFcUcnFL672G5XpbyPMBJoBy0LV88Vhk0cx8KW0vLetRKKYxCGeL5HZcR3+8Oh0wpU5aGj7DmeByi2e/FbOTu/BJRMTVVNry+smuVyyWKx6A4ea5XbNA2TyURwbtXyJ3/6x7iuy7Nnz/B9EVL1ej16vV4H+Ym1RU6ceHz55Zfc3d1101aapkwmEzabDWdnZwCShqWOCWI7o4gdTyZcXFwQx3E3YWut0cohzTI26w1N3RAEPoNen6osicKIQb/P1fkFi+WSPM9I0wOechj2Bzy5uGL+8Mi333zDcDTGC33KpmYymzEcDXl7e8N6vSHPpON/+lSCybfbLUmc0B/0xDPK9yirnOtn1/R7fUI/5Pmzjxj0+4yHE6IwpBf3WDwuDaRVst1vaFtNksSm1sj9uVmvBQI2jeT19TWb9ZY3b9/guR5FcYRGHaX4P/7W//L9Yd3MZjMC36cqq66QCt+4pTUPRGPl2k3DerlCa81oNOoKse/7Hd4LdPRJG9ANx+XaaUG3nO0I6TBsEew47+an7Y4/5FarD7pmW/DtojNJEulc6ob9Iet45kpJylBVlvRiEUl4ZjFbFAWe43VJM1a2bicSOAnZOKFSnmoELF3017n+RZHjekJPtfYFeZ51Vg5BIF496eEgTI04MjuJDK3peNFWHCNFWZul4ZBWa7JcEoCU+bxsl18ZoU3TNFC1xGEkmaXm844iGYft69Ya+fy1pqnbbsqwNMnj39Pd5yx/djzg7Wdki7udGo7LdaGKdjRY489j7ycLyXXUVZfOWkMOYOnKBRoyi1ujYC6rA36tqBuXsizM9CJK6O1uQxgInbIsC4M7O7S6MYypmKKQhaTjOJydTWhNAEqepwJl1rUoXm1T0tRUZnLIssxAiAdms6FMLbXYQif9IS2SH5vnBRqzR9qn3N1tefXqJcpxeHx85PLykuunTymKgvPzcybTKbmZNnb7DZ988gm9Xo9Waw6HAxcXF2htrA/SlKqbMCMe57fGDmDEcDgiyzIGg76ZhmuSJObi4hLHUeTmc7CHQV1V9AcDkiRhMplQVRWHg3TAedOwK3LwXc7PZwSeT7o78PKjl4yGQ958/Q1/+os/ITsceP3DTwjHEav5kmjcJxgkTJ0LZlcX5HnOw+MjVZnz7bs3XDZXvHrxEf5rnziOeFjMGQ4HzBdzpvnETIE+DXL999WBL779gn7SJ45i7uf3jIZjQi/k8vySKIi5fvKEz/7yZxR5zmq95O2bN7Rty8PDA0WeS+B5HKMUhIFPFIW8ffOGx4cFjtFTTCZTPn71Cu/E5uUv+sd3VugHgwFNVbPYLjgcDigjxpAIO+Ged5Q2z+fi4oLBYEAcxx3TxuKwduy3J/6pB7yFU+DIH7fFv67rjh5pu7DTr7vf7zt4xUJF9t+ejv0WUrEHRZZl7NOMqm4/6MrlfbkMhgPaRvjE2uB4la7ZbDYEQdCNs6c4fefSeILP2yJ4Siu038/uE7SxOkaJb04QBPT6SUfbbNqassxBaXzfY7vddrxnrZVxP6xompbRcNxBZ/Y1oHX3/gI/kFB0M1kEQYA2wjBVtbhaXnNk+OfZ4dCxlxzHZNGKI3K36ATM4tPCcXRFzfOE4eKH8ZE+qz4UYllabFEUUsTdAHGsLLrP8PQ622nKHgyu5yAH23GxbyegqqqI4x5RFFEUObPZ1MAnFa5rE7c0nu+iacnylLpuhP/te4SmeB8pszUXF+fd5+y6QgIYDAadzQSF7D1KMyngyh7JZikvl3KNZ2czlssV/f6AfZoxny/YH1LKsmZ2fk6eFZyfX5BlW7786quuo8zynO1uxyFN+eoP/oAf/ehHOI4jHb4LVSXwzNXVFVprJtOpHJTbLa7r8vLTTzk/P2e32zAaR93+KggCtts1SimSJObFi+fM53PWa0lP+vqbb1Hm+SnLkuFQRF7z+Zw0Tbm6uuLi4kLSmvKM8fkZnisxf9nuwGa5RNctn//ZL3m8v0eb63z3/pbkyYinr55TFzV/8I/+Ia52GQ4GfPTRR8wUhGnCITvQtDVFkfH06RMm0wlPnz+lbho+/sEr0izl3c0NZV1SNzX7wwE/djm/OKepG5bzJe1eoNzRYExT1/R7Q/IiZ73Z0Itj4jDk/OxM4Ogw7Fw+7bRpc35HwwGhH3XPRpqmfPnFl1xfX1N+3wr9w9sbIxQoiVxPLIXDSDAypWS8NbBMFMcS7I0s/ipT3MB07Eqokr4vvNbTh/GUI2+5+NY1ztIqQ1PEXQPJNE1D07b4xoI4MyevUi4S4efRtFCkEt1moQLBwiVHczKaMjQc4v1+b9ScsjjebG3upsaLArI0xW9bRgNJnxHL9ArdAI3Gd2walXja53WF53u0xbHLL2vBlcs0BQVVI0u9ftKnqWrKrMAPAmikoNZ5w+GQUlWSODSZ9kjTFN1AnhbCya8rsoNALVEUsVo+Iu585yLv92G3O+AFHsp1qWgYJAPqRlKZXC80B6sYzBV1QeRKJ50VGb7vs8/k2vT6vWOxdRWtIyZbIojpobCHXEvgmQKtHeqyJq33uJ5LUVSdcKpparOczinLwhz4Oa7r0LStYX84RtAlKVNBIEvWDj5qwa0d6lLj+xFNI4KxSrcox8WPQ4q2Yb/d4nseulREUY9DuaGuNVHk0rQKhYfrKLxI4vZAUbQF+zLDUQ5xFOMZzryrXInuQ8gCqnbI6pTWNfeY6+A4ELkenq847PdUmdBvm6oicBSL+3uqpuX87IzY9/AGfSaf/ZDMQJP9wZCmaQ2B4Bo/kObABonbgzSKIna7HY7jMJvNqJqKovRxg4D/+x/8Pq7n0X/zltV6Lb5TWcZyLSaB09mMosg4O5vh+0M87exStgAAIABJREFUxyNQCVo3+CrEDX0uLgLmqyUqiKhrzWLx0KnefS/k66++Jc9zHh8WfPP1t2aKdQgCDz/wKYuy6/Y35jUUTYEKXWZX57x+/ZrZ2YztYcftuxs2m41MBvmeQ7ZnuZozHI7QTcPZ+Rnj0ZjZ2ZDBIGa/WzGfL7i7e8/8cYFrGsDtdi+Tatuy3m3JnlViQ71eEUcxQRDwcLdkNpt1VGvf8/F8h6vLc8bDkewTeyFVIygDGgLPJ3QDmrqhTiu8IKA3GOA4iqTXRzkSCOT73zN65Ww66zDYLMs6KqTtpCw0IVCFh+OpjnIVRZF0MVHEarXq2DFZlrHf7brxJk3TDk+P45jhcNh1bJZW6Jnu3UIDhZGWn7Ja7M0XhgnW33u/33ddovWrsPajTdN0B8lisehoYBYf3+12HczjBwGO69JLpCtFCfThGaMtfBHROI5rFship5vndQenDAaDDiM99W638IPniVK1bhrqLEO3mrwQzO/y6sqYwxXGGkJ3WL7WGu0dw8yPYRbS8T7OxS+7aRtz0HqkRk5vr5PnybXL9lt81xFHQ6MLsK9VzMhkobk/7HF9l6AnGLQsPw33XCFxdKVAdL5hvKTpjjiJu+kK6A5f3/doGrd7TyKyMvGESMhE00pUoDQFdPCe0kL39Ty59nlVEsURjvI4pCltCZ5vYvuaCs+wb+znr5Tx1zH30KmWQdLEXJq6Zb/fUTjiWOoql7qqCQNXhGCeT6Mq8jo7vi4ztSRxTGApnEYUOBz0cRzNZrsVvHu3IysqNIrIUIXtslWegYIg8Hl4eMBxHDZb2TMUeQ5aHBan0ynKcfj27TeEsWgOroz3jFXDLhaLjtMP8O7mHZ7nslmvcZWDi6KfyEF68+4G7Sj6owG7/Z7tYc9oPO50JFdXV7x48YLFYsH79+/RWjMYDLv9R+ALBLnf71kZIdZoNOqeRavgfZw/kpcyoRRZjufK3o1ev2Pz3d/f0096NHUjWHqdURhNz267Zb1as1gsSJIe19dPqauWz7/5Ftc4eVrKcFXWtE1K07QdnBVFUeezVNcVi8UK3SjSNGdkRFnT8UxYRrVMuA8PDwyGQ9rM43DYUZaVuf+VUatH30k9/s4KveXnFkXRYeRxHJMkSSePLsuS8XiM57gdXm8xaqWUERYIHXA+n3cYq+32TznSRVH8OczWdV0pgIa7fmoLYFkZFgeWIioX3lI7J5MJsVkYWxjIFnpHOWjD9rFF3+Zsni4fRQYdEbkOhYGYXFd40rYzVkoCwAEczyXxex/ANadwyqkPvOd5ZHkuilRXYhDtnwdR2Mmv87LAcWXBVdflcXF5srewrxlkxJRipcjSlPFk2jEqlPh2MhwORNRjkqN6YUBjDLiqqmK1WhEEAaPRqPPZtgfWLt2TrgU3D62RmHO0SrYc+KKU3cZwKErQqqo6Ey7HER8Ze384yiHXOXVdCZPIBtXURniXWZjoeH+1TUOLg+MKfCNUS4mM01q88x0zAQo3XnU4M0gzUVfCI7fF2AoEW2P91jQ1TdXgeBacEQVtXVfUldiCeJGL48khYt+79SYKw7CD2uzrsEtmu6vxPI9ef8BiueTdzQ1BGHXP2mF/IEkSkiSRRbnjCORxe0tZSiSgvaZvb94yHA9oWvG1f/H8BcPRkPfv3+P7PrPZTGAc12W337Pb79isV2Rpyna94ZPXr4iikPPzM/w4JCtyFusVVV2zXC54fBBV63q14vbmRmi6pj5YrYfApA66lQbB3keJ8Ql69uwZP/nJT9hsNjw+PpKblDrXcYlNXmueSkThYbcTSm0YdlbLabblF7/4BXlecH52ThBEDAZD6rrmm2++ZbNa4QWBeNCYwB6B7opOVHl/fy8wi7EZvry8FBfcpqUoKm7e3aHblrPZlIuzcy7Ozwl8j34/4fzyjCIvaB2PqizJi0IIHG1DXdWk6XcTPPKdsW5++m/8llZKdZ2w67rdiX0KvbRt20Xa2d/XtYgh0jSl3+93H3IURYzHY6G4GeqgZaH8OlPGPgCV4S3b92mLnL25Txei4/Gsw/F7vV6nxlRKddzfbpHbiDOnZe3Y1zCZTLpT3rI5XMchjgM0gk3rlq5Itm1LkQvTww8MC6OqkSD1UApOI34stgvPshRrvtXWwmCyzBvrDWQPV3sdbIdXVcXRmKppOhXw0cgsPO4Pooi8yPFc3/jiWFqcw6A/7Gh8juPgoPHNZ2uvrYUG7K7DfgZVU1FqocWGQYBCUVc1nuPhuj6BF4jCN02JggivF50sW4+7DDspnoqnWi0WsBYa3O32OI7kpVr6YxdQn5fQ6A4WLMuSohY/Es/3ZAIyBdYPfAkGMbCiDbqR1yXXsdVaRIKuS6UrE/6ujXW2/P3sYJbgQdhZZONC2eQd2cDuIiyjyjYv8plC01bUTcvhcBChXyS2Ba7nk+cFLTAej8XCoMiZz+ddo2B90a1Ir23l64hpncsf/ewfiwrVHCZhGLLf77tC3Ov1mM8l+3a9W7NeLpmOxgR+gKMbPM/ln/7NnzI9P+OQpTwuF9w/PrC4f+TtmzckScJoNMJxJGnqsN9T1XWnCg/DkPFoSJalXb0Yj8fC6zcHgaVB24NRuQ6uEbyFQSjJaZ7HermU3cFmy363Y7PdMBwmNI0o9fv9AS9fvuLZs+c4jsu7dzdkaYbniW+TH4c8PD6w2+0YDAZMpzPiOKYocn7xiz/pFtHb7Zam1szGsn8pi5woChiPBui2ZTweksQhoAnNrlHhG8O6kixNSbOsa3b/x//yv/v+sG5sNzwYDLqQBFtQlstl15XudjvS/aEzNbNLN621BBAbTruFKrIsIzVUM7ugtZ29pWPa0drGAFpc3nb2VhBl/431kjktznYaOeW2W/bDbrcTr3fTHdrvadlBp7z4qqqoHYXypMAUZWlGR0mZQinKppKlKpqyroRBEwSEsfHfMfS73UFOe/tgKiWZpOJf06A7iwOX1vgH9Xt9lCOiLt/3SJJR94B3DpgnfHRbUNM0pUn3xHHMer8nNp2TfC4xVS0PmmMyYD2l8Pu9zvJWHohjfqbYIgvjJc1TatUYUVVMFMqOptENui3QseD5cRQTRzEVmsKwXKwbZGAM4eyy3R6CtvhaqE7+X0QYRIZamXeupUEYoGsJfgYXz3eptcQ8BoGPpxSHXAzJ4jbCURJbKSlJeXfNBLJp5HPQcviWdY7nCbSEVrSm6PuB/N5xJTKyaVsC36UX9ToFtD2kT6cXC68FQUDTfhhr2bYt2+2W7W5vWFJFx5hp2pZ3796iEK+ZrTEEGw6HVHXFbrvrDpjxdMTr16/Zbrd89dVXQqgwk+rV1RVff/01juPw8ccfc/9wL5+HyYy4uryiSPc8PNzz9/7e/4nju4RxxGgyZjgecVeWPH/+XMRfZhk7m804HA7d4bndbhmNRlxcnJHEsUx/ux2//OUv+eWf/RmOoYbayd73feIkwQ98As/n8fFR9DFJj8yw+uI4Js9ywkCah6YuqesjnLjfH7i/f+DJk2tefvSKMAx59+4dWsP102d88umnXYNjD+A0Tfmd3/mdruGo65qqaOnHI1zPJU331GUJqqWpC7GuriqybE+ait7Ad0I8T1hbTVvRNIU0GN53U5K/s47+X/rrf01bZoj9cC4uLjpVqsX6HMehMSdxVVWs12tAZPTT6bQr4taQbGAsCSyH2Xb/tvDZImY7o9KwMyxDIzacd6CDbayABiQOzU4JlpFji4Zl6tjOITxJvrKCplPZ/SkXvqLqxue9eSCDIMRRrhEwmQQmrWnM0tFa2VrTtTCS3+dZfjzkmhZXHV+vtVawNNDOOsIXJ8m2rjq6ofXntw+6pS1aWKCxC00l/PKqrlE4RKHFEQXXdz2PppKioZTqjK7shGaXgPbAb5VG+eJCKFbEopIeDUY0tVgQxHGM0pILjO900Jw9dO1EaHc/tktVntPlB8tn1hBFMQqBc6yT5GAwIIli8jTtuPxtKz5KURh2+gF72IdhiNItWZ7RNq101gZes12mUDqhKAuqtiCMQsOvb2lbgQBcxxd7XcejbqT4ozTKpYMIrdjMfnanFFSlFGHkoVHH64lDVde4ns9mu+X9/UPHNLP+78vlkk8++aR77uwEag+VqqrY7bf4gUyos9mM8XhM0zbstjuSXkIYhJIdG0VkRU6jNB+//IjH+wc85XDYbRgOB7iuw2q7YZ8duHu4J+4lTPpDHu7vjeeP201F1kvGMtHE26mlMDkPw+GQxWIhjYe53hYlsKyg4WhIupdmIkkSXCVaCWWevcCTHYXs2vrUdWMETKIIdh2PprHQmDRqy+UKPwoYjkeyyPcDBsaewNKC0/TAw8Mj/X6P59ev6EUj+r0eh3THfPFInh9oWwnZWa4eaeqSFy9fMJ1MGMcjKeyuy+Pjo+wqgMD3+Z//67/9/RFM/Wv/4b+ltdadEszi20mSUBTScdgiFlrrAIN5A0bAobou3HZtSiliU8wsLGAxctvRW2OvqqrwzdjbdfjqaCtwukiT6yCMCVukbKduvTjswk1rbWiix0AM+9P+/w+44WjWexFNSBeam4c5JAwic0gcpfl1UXQ+QLYAnRpB2etU1zVlXlIVVSe2sJ1fryeGcXa8DcIQ3TQCsZhu2FIw7bUAYWbYQ6SoclP8faxadLlc4SjpROI4lmB3P0AZN8w0TbE6BntAWdigK1auotTCm46jmEF/QFVWNJUcLE0lO5gkjnGVS+sgyWBm3Hccp7s/7MFuTe+yIgPHPYGKZNndNlaH4RxDTNqW0mCkgR90k5jnucYH//jZt7qlqoquobCdl01As9fO4v9lk7Nar1DKIQwilHLoD4d4nk+aymHRNC2O64pwi+Mka839Tn2XrA33ZrPB8yWa0B4ALQ510xrIyWdhbAeEKSOspP1uh415jBPBvrMsYzQckec5k+mEQ3qgRSiEn3/+OT/96U8pSzH3evHiRcfQubm54ezinG/efYvSMB4MCHyfl8+fUZYFw+GA5XbN7rDnkGc0bctuvUFXFflJw2UZcqf7L8/z2C3maNfhk08/7ZoEpRS3t7ckSUKv12M8HsvzpRRlVTJ/eOTx8ZGyKPA9n7OzM/pGcV0Vwv2fTCacnZ1xeXnJcrmiKAp6vT77ndxTq9WaX/ziTwx91mWfpTjGiO7JkycdVdZ689sfAj/7TAZnTKdT6qZktVqyTzeEkU+ShPSHPSYTSfOq6oq+L8Hor1+/JookStEqaf/7/+y/+f4U+n/3b/51DXRCiK2hHEZRRJqmnYJQYrgSPIPhW3jELpNsaG4URVKcjNeLxcotu2NrlLWd7YDrUnesFK8rjvbBtVQ/S88sioI47lGaHFXrZLnf77sdgWX3OI5Y8dZV3bGDTnn91o/Gfu2mafBi7+TAEbVi29J51TiOFJ6qFstahcQa2u/bLaG1JjFFPMsydKMZ9AbdNGGLoZ0wrBWCYMoOVW5VoXFX0JUSL/K2FUaB67qyTC8OpsONzEEbCzWwhSwT6CI21raOEhaJPUTtdbDfx94DnufRH/ZRgaHHOi6u45pCXxPHCZ4jEJ/rOCjtsM9FLp/ESTfFWebVKWaugX1+AHUUutlC73uhgWyCLsS9yHMqk2UcRxG+seGglb1GY66/Quijru8YGmdh5AUGuvHFA18YQNIVFlVG3dRig+D71HVLGEaUtQRRoCRismmbbvkIfDBNWm8cu/STDj2nP0i4f3hka7jtfhBx/ew5+8OB9/f3aI73t++4nJ2dkSQJ33zzDXd3d7x69aqbaj7//PPuOuJo7u7FtqCqa969eUMUx/QHAzbrNRcXF3zy6ae8ffMG5TpMLmb8/Gc/YzYa8/jmLW7gESUx10+fsEsPLNcrLq+f8PLjV4SOJ5mx6zXL5bLz3rm5ueHFixdcXFzw8PAgXXkU8vM//jmHw4GeCSjabrcURdHRLe3nXxQFeVl0wfaCEMje5uLsjMlkQl0eGxCtMf5WmXnfDfOHR4Fh/YAokrjKLMvwwxAv8Pnxj3/Mdrvl/Pyctm354osvuL295exsRpYZG4PxjH40otUNu92GlhalNPvDlslsxNWTK9LswHa3ZTDo0xRVJ0oc9PuMxmPOzs6Iooj//D/6T74/hf5f/g9+V+924lZnC6qlPtZ1zcXFRZdK01Q1uTnNbQcIJuT615SNWmtC0+lkJhDB4sK+75suU6iM1ozL/luLydt/Y7+eZcpEUcLhkHYMEfta7Bh9KtWvq0oCEQzlzPrX2F/bA0DeN/ih13XPtkN2TZ5tVdWC2zof+tFbdoeNUbT0PQtTZFlGFEboWtO0LY6juvDiIAhl8nEdQ1eUsVCbJZbdcVg44BQHtstpTWXEMKHg3GFIesjQWtgsttuX7hjCMPoAvrITw3A47N5bEAQoz6HSAsWhoakl5F03YgznuX7HyGmqhkOedoeK7eLtD7t873zmadDK+WBx67o+aDkApdmI6ff7ooKsZQL0XRmjq1J406Hvy2syMFHbtgS9oOvoLNxlx3hbfOz7dj1jzhaIqVxelijHZbvbESc9c1i7FFWJ77q4im7CtJPPKY3YFn6lYLffdk1AEARsdnvqpuWTT3/IerPh/f0DZVny+PjI+XTW3cu9Xo+bmxuWyyXnZ2fs93sm0ynPnj5luVrheIp/9Ef/iNVqxevXr1mv1zx//pwf//jHvH37ljzP+eEPf8jhcOD3/+D/YXQ2oSwKbt68pSoKhr2EzWbNk+snuIHH199+w/awl/hFx+P8/Lzb0VHXVGb/9eT6WooR0LQtF+dnuK7syRaLRTdtXl9fd8+YpbmeX5yLgM9xGY9G9Ht96qpisViAVZtztNt4fFywWCy4vLwkCiMOB4nUlHoQ8IMffGKCuh9oFXz2lz7D933u7+9Zr9cMBgPu7+87I0QLs/XiHm3ZUjc15+cX5EVKlmdMzqaUVYEf+DRNzWqzkibVdcmLgtwEyCdJwvX1NZPJhP/1v/ofvj+F/uO/+kNtb1wLWVhfdxuCAHIi02q2m01HX7IY3mw2w3qTWCy0qipyQ3GcTCb0+31JnNnvCQxrxcJFnud1Xf2vy+xPt/fr9dp0zTFWUGNfh4UcLM7d0TEr8du3h4Ydt8WKtPdBmruIeCrKSkK6wzCUUJKmAS2Wy67jdSOtXbQBf85z53TxCNDWrZHSy++P9sVFx5qwnHcF1EYsY6+VhVUsbHHK1Nnuloar7rPd7kiSHkncM92sMFgsBlwWNf3+oNsR2E7eYutyHQRqOGQHgl5oEnUkR1jh4LsGK60E8onCiDzNaLQ8QKcQ0Ck8dVr4i6ak0UfPetf1hL3UWudROTzlPvFpG6NLQBFar/+qRmmoqwrMdSnLktajm5LstbYHfG78aWyh93wlnbqWwI7GpFZp5eB4MsH5YUQQCPZfGbFTR481zYW9dvZZchzF4/yeoqy6ZWbVaPKiYDSeUNUN292Om5sbOaQdl/Pz8w6qWy6XgFBoLQNmNBoxnU6ZLx5pEQO05XLJw/09H718ycX5OUVZ8u7dO87Ozuj1eniBz//1D/4+Z2dnjAYDvvriS5I45PXHr3AcRV6XzJcL8qrk8eGB/XbHbDbrcPkqy0hNgcvynOvra958+y1+EBCGssewS+bA9/HMjq/X67FcLrtmSjxpKoaDAddPrgXSKeXwroqC+XzOfrsjTVOzrG06soCEzNQMBiNziMqztd3syLKcRrU8ffaMIPBZr9fs9/tuavZ9n9Fo1O1Q+kmPYn9gs9sxmU5xPY+7+zth02iZoPOiZLvfkSQJH7/+SIgGdcVyseSQHhj0B0wmY/7+3/rfvj+F/q/87k+0LegW97UPxnK57B5EpRRtXYOmE+zYTnu9Xh9ZLs7RrTGOIvr9fhd75rouFxcXwHHJBMZzXB29ye1kceozY7fo0s2KQdTp9HAqjrIHDtDRAuGYYBQEgcjZTbE8agIgM/xY6fwifM9HawijmCiMsGHUYRhSmBAK+xNt3wskhkq5221pmpYoCPG94AOPH+ADAze7t/Bdl5EJrzhlCR0Oh+6gsq9dDiNx84vjWPD0uEcYRux2e9Nxx93Xb7UiNkEyu92uW5gCHb7cLYirAjcyBmda0zbyHiVUXdE2Ri/guhRZARx95E99fuyUU5YSd6iAkgZ1Yl0ht7dDnhWGZnr0LtJaGC9KKcFxXVcEVMqRQl/XoCUOs8wLtK8IQhF+6dbaOtsJrKVtG2qzl/BDl6Y1lhrKAUdwdK0cXM+l0apTbTuAanXH1baaj26RbyDPwWBgmGQti+WqY7Dkpahh94cDfhCQGMFQ27boupHov/mcs7MzBoMBrusaewLpUP/wD/+Q5XJJ29ZcXF10jcS7N2847PcMx2OSOGZ6dsbnn38ulMfplGQ6oCpL1vMFbd2QRCFRFNDqhqun1zS6ZXvYs1gtOawl//ny8rLb2XVFyEzdk8mE+XwOuuX582ckScJXX33FYrGQ7v38HN/3ef/+PTZKtKxKFsulZOmar+MqofjGUSQB4q7HaDQyNUczHo958fwjAwPVbLc7Hh/nRFHM5cUVvi9MsawsKGvRhPzkJz9hMplwd3fHF198QdM0/OhHP+osW5IwZLucs1gtCaOYumm5f3ig1prdbk/V1Iwms84V95BviGJR7Bd50RkxKkfx//3tv/P9KfT/zt/8Pa2UWBekB9mYe77HYX/gcDhIWEF/YGAD1zy0ctqn6UG8th8fjR+KYjgcMBgMQbfkxrs6jEJ0qxmOhjhmXLdiKlt8Hd83CsaCLM1M0LVvMPbKdEzidSLQku662KIozdL4yKKR3YHQPoNQ6I/p4WCoksLkKQtRJMrBFcvX9GXMb4wPizIdXmiKVRhIXmRd16SlcLI910MZuxnP9ahOaGGHw4GmaRgPRtRFRVVXuI5L3dQd1OAoh8jwkw/7PU1T43AMX29bK8oyN4Oy/H5hyvT7CenhQGN2FnGc0DZy/azSVZweAxqTN2sPR7sQt2pl263KrqEF5Rhoy+xNxHaUqq4I/ZC6qfDN/VAZmC0IAmOIdqRO2j+rqwplzLMkHi4w+H1LXbcojgpksZBNSbMD/V7cOUg2tRTptmlxlIGU2lZ2G1WFZxwlFTb0RsRjMilK6EhRiBWF77VUTWkcPn38IKIo5UAMoxg/CAmM7cV+vyXPDubgs9nBDr4f0LZaeO2OFCvHdWhoePP2LevVSmAx1+NwONA36tKHhwdQivF4zOGQ8ez5M+5u75jPH5nNzvB8j816w2Q64erqit12x3K15Bc//zm9XmJgsrDbp222a87Pz3CUw8PjPWVZcjikfPzJD3h8fMT3TE7q/T2ffPIDaZQCnziJaYG7uzs8M93YySSKQ+Ik4XDYm4JX0x/06fX7jAZDgkAKeWagjcfHR9nTmBxWy55TSthbK2N13DQtTS2+Uv1ej8lkgm41cRzJLsUPefrsKYP+AFqIwogkSlgtVry/fc+g32c2PRd7itChaCrKouDbb7+l3+8zGo24vb01zLaeTC95TpUXpKs1jucSGlvp0lCjNeJeOhqP8YOAum0oVUMUheS5NKtv375lsZDD5t3f/YPvT6H/V/7Gv66tIMmGdlxeXnZb9M6XebWiaaHVR7zVLm4tpXI4HDIYDDphThId4YggCLqu5zSGy2JyaVl3xUc3LY6SAAzPdfGco4+5bjWOKzxpy96xN1m/3wcEK7cJMFleEkZxtzyz19HS8WxXLAdGjhtYO2BFVVYEfkDo+0LlM5x8G+4tId7GH78U0zE5NBIDycQdRu8pB22KLRzl/afwApx6sAvOvd1uPzBIs528FR5tt9vOOO3UUE0p1TmKrlYrMaxTitFo0sE2p8wjq7o9PYAVDrRSJIPAFPO6MJOTtZF2OjGancjszsO+HjsV2l2D6AGUKQLGjM4R/yJQ/397bx5kW3aVd/72Ge98c3qZb64qlYZCQhJisjCyLAS0MbYZbBA2M42H7qYBB4TddLRMM0Pgxia67WhsQ1gYhO0ePARtaBySLIGYBHKAgZKKKlW9elPmyznveObdf6y9dt6Xqjeo9J5EqXNHvHh5zz33DPvss/ba3/rWt5yaZkAYxm4ymhME3CaxezyB1T4eopLZdW18cF+9UGNweHFDXVc0jUXEjDLiOKBuRDwuCCPquqHd6VFUNYEJidzzLaucKHbQVllTVVqwvKbT6bkBLYbyaHTEyrok9qnuu9Zs0La1tcXFixdJ05RpVjAaj31hD+0/lRfRZzKZTGRlYUVu4NatTefcQGMr4jjiwoULhKGwXzY2Njg8HHnH4/nnn/fEBR8jc1TI5557jp2r11i/fIFWp0VjLUWZc2tnm063TafbYTwZEYaBW8kENLWMxQsXLvjVp47ZlZWVYzgqz5lNZx+Vq6PxEqUQDwYDer0eRSSrmTROyOc5h3sHJFHC2tIKK8Nlsumc7VvbREFIutTBxDLJ37hxg62tLd9XajMyJzGchjGrvQEHBwccjY5clnpEmCScO3+OpmnY3tnBhCEYyJvjFUpVVUwnEyZTmexv/fofvHQSpvI890JBizh5YyUTcZ6J6ttkPCYrqoXqPlrlKPTCQRI4kxewzDNXym/qoQENimhTjH86m9EbLntjkLRjmalBsGHneeZ5ThLHVFlBlmd+YGkAC46XlyLUljOb50xn82NtE/CsHDWQi8qWqrJo3WfAc8vruiZNUvEq65o4TW7D4QW3jZnNZozHY5Ikc5zwGcZCO0l9oFahJp1gddBrnCTLMsE2PStFmsIEBwcHPhitdFiFCNRQqK45HCfGKfYJ+LKMukxVGEcnAUPA6PA4eSRJYjcxz8myOQcH+6ysrHjJBE3a0SCy8vO1MtHS0pJ/oauq9jIF6hWGocgP45LImmbuqbBhaPzErM9tZWUFVUhV3r6cEw9xSbxBnqPK6yqXHqCuImzj2FlVRasd0+0OaCyURUYYWUIbEUYhJogJwuPVkEwmxt/5w/zFAAAgAElEQVRTURTEkcRb+v2+lwVomsYzWEajEUEQMBwOKYqCZ599VlbOnR5103D58mX6/b73jHd3d3nuued8PKnf72OsZTIasbS0xKVLYmC7vQ5pKsqUOzs7XLp0yUOZnU5H6tnu7MjKt2mYOPKFOmLD4ZDXvOY1bK4scfX55wnCgPWzGxRlTm0bsnzuWUYQMhgOaWpopeJEHRwc+AlJ4KXG54l0u115xxp5rtPp1L+Hmv197tw5PylWdc3S2XWZuKuKP/z9P2R0cMjG2gb5fE633ePi2fM0dcPVK1cZZxPCREQXY7U/Cxm5cRyzsbFBr91hf2eXCQFhHHHx0iXRDwolv+HWzjZzF/geDIdOMuKQ8fYuTSMOUZ6J3Hjq7M2Dbg/No//iv/GXbLvdFszZGVMNbi4mgWxublK5gKLSLdXYL3qRIA8wiUKKbO47W6PfyhbRTFqR0IUwaR0bGqRAde1iAtWCpyoZlzVaa7XX63n8Wa9BB5Pw81MaK2n4moKvxZvhuJ5tkiRUdUVWzHyQ07qAYBrF2EZ0T1aXV3yfBNHtGu2BkfqixhXgiOPUTwRJFBM4rZu6aW7TDFqc/EwgVbAWMW6tQ6urEsBLVCxONPriauxCjZ2+UCA0Uetq/x4b0dAfczGoHZgQGuOYTIZWO3W00Amqp99qt5hOxqLiWePHjF5bFEU+hrMoYS0BYnEaBoMBaSrxmHar64K2gYtNGKytqeuCysWK4igSb8sxrOI4IQqlfGIYhhT5cZxH+0Q9ZKUEq0dp64b5PGOWyaQyGA5ZWh4KlOnIBFXjKlsFltls4sZaSrvV9pTbxI3fIneigEBF5ScAJRQssn80bpHnOdOs4ODwkOFwyHQ6ZTwe88gjj3Dr1ha3bm2zsbHByooosbbSlB1XkOTs2Q22t28RRgHXr18jimTsPfvsM0RRxKd/+mtpGvG6n3nmGcIw5IknnmBpackHLnd3d4miiNXVVaDhxo0bPHflWcIo4vyFc/SHA3Z2t5lMJ04wb0pjLUcHI5pGVqM7Ozt+zK2urvpYmycj1A2pm2B1u1Zxs9YyGAy8+GGcxFzZvEZVlszGE+IoJQxCpqMpoTEkUQJVQ1VWDAZLtLotyrpy2cpS3jGJjzXjV1ZXuHz5MoP+gDzLCCxcunyZ/YMDRuMRFmi12yRpwpn1ddqdDrdu3WI8GlGNpfDJ/v4eN2/epGksw6HIivzOL/2nl45HPxgOhWO6t0dZSsGRzGXh9ft99va2KPKcjbMbtNI2VVUvYMfHzAgNuKpxoWmIAoEoDg8PWVpa8p73sTcUeX5zUR8Ln5X1sbZ7WZTgWCwqcNXutG9LNZfBVDEeT7y3nLvkizhOqOrGTyqqvaLQyDG1L8RgKAt5UWtbex520DK0kpQkTqirhulkdluGrefdx6kPMqshUe+lTlIKF3jV4KquMHq9Ht1Ol3k2J5/PmOfH93Z4eCgeflnQ5Atl+jInlxtHhEaKUWufKMNIqY5aolEkDubeQGrwXVcTuoIAfOyAIKAdpt5LCgKFQiyd7gp1XTKbyXjvdNoum1E4y9aKPEYUiVqhQnd6XvHEIzouONw0lrop/XZjZFvTVFhq/2yrqvQQjhS9MX6bBMwtUSSSx01T0zQ1oBo0hjRN/LFCEtIkotWWOBTGMp8VBKEhL3Ia25AXx06CsmxUx2k8nkiwPhVmVFm4AiaDPkVeeCguc4XbNzc3vV7MysoKOzs79Pt9hv0e49ERZZ7RThMO9wue/MM/YGNjg898w2fwa7/6q8zOnuWJJ57gd3/n9zmzdobhcMgHP/i7HBwckOdz2p02SSJ9fc6pWo5GR3Q6PW64GrXD4ZBr1675DFSJtUk/PvXUU0wmI4+x4/I2qqbm6PCI7d1t+v0er3zVK+h0u8xnOR968sOUZelXHFmWcfbsWW7evAnA2tqap1qePXvW3/ve3h77+/ucP3/ea06p57+5uUmv02IyKonjkGwikFe71SPEQNNAaImDiDgxnD93jvUz6zSNZTSWFVOn3SEvRIfp3LlzjEZjxvURr3vd6zyjKAgDhktLwqg5OKCqa0aTCY8++ihREnNza5OeiZ3TlvD4yx73KyQllTzo9vAkEL7lz1td0ioGqkv6wWDgAyrGGKqikoCjgxM0uUHxMB3UVVVRlQW9dsuzcyRl+pi6p8tszYqtOQ4C1aUELK0EBGi7JKS6ronC0JEjAr9sVyjm4ODAK/2pB1zXDUVVe2hH8V01Nsp0qWupMRrFoeONy7W00hb9bpe6FCio1+l6aCJKZEkvUIjg9zLRadLMcaHoTrtN4GQKtA8072B1dZVWq8X+/j6z2cxrBykjR6UbFhU/AT+hlLkEQnWVohAUHEM9x6X6SskH4Jh2uJjJqxNJEIhEc1Mf6xNFkRZYqZhMRlK4paldFSyLIfIMKc2SVC9eYSUVwNNVngRqU8B46Gs+n9PUx9W8kjQhisxCZrBxgdDjbFQQYx9FMYGJ/Fgej8c+OK/PrdVqeW+2ky7Tbvfo9DpUVUFeZLTaLWbzCbNsRquTYAKpABaGgj8XRUESpyRJ6mUTwlClLtyqJgrJqtxP2MoGUxaLXpM6VJPZ3McZyrJkf3+fne1tNre2fFavQiyT8YQiz7l06RLTqQibnT27wXNXnqXbbbsgfZu9vT03KYtEQdM0vu7pzZs3OTo68mNGx9xg0KPdbnNre4u6aVhbW2H3YJ+tW5vM5jNmsykmgFe/5jVcPH+ZopBEy729PS/lofZAkx6litaUrjOQjz32GMYYtra2/Mrr8PCQ6XTK5cuXmc1n7OxvcXR0ROhqA2fTOWEQcm7jHJcvPcJ8OufG9eu0Wm067R7nzp73NEp1KM+cOeNjgpPJhJs3b1JWJY+87DFhCj33HJPplF6/R2Mt+wcHRHHk6vxaDIaldtfXo15eXmZ7+xZPP/0MGPjg//PgPfqHZugf+8LXWn0hFR7RAt+qLCiskBZVKQwYNbCq8aGcVU286fV6LA8HxGHgk3x0JlSBK8XF9/f3ZflaS3CpLEvms5kUAEhSH4zVLM75bEaW55RlgVYb6na7/kXWe1HtG6WyKe6tcQCtVKXGoKqk8Ee72/GJVnUlE0sSxwSuQpNtpHi6tZB2EuHeuxiCbVwFq0ihF+MnE51g1LNV3Z/xeMxwMKTXlxVHU9fM587YuIkUxDAsLy8zm07Ji0IkXx3UMto/kAnJ1dadTCaef70I4QwGwpKoqvq2iVbjFLqsBhx/OSCbZxiDN9TGWIJQSuVl2Zx2u8Vg0CfPC6rS+mPreNLJLHGiWmpQ5vOpaP6bgLpqHLzUdgFZKIqSIlcYKsJSH6/q3PF1gtZs5KqqHInAUhRSUEYnhpYjBoBh4Iq5HBwc0BQJS0urUve1EoGrqq4I44CyLqjrUhQ3OHZwjDG0Wh2qsiKORZcniqSIO9Z4mQeTBD6Jqt/vs7u761fDnU7ntqLeiuNLFuaQ2WzKcGnJ89NVYqR2RXOyLOfixYuMxyOCQJ7H9RvXaBpxorrdtheFm06Fbnx0dMRgMGB5eZk4jnnmmWcoisKPE4CVlSWyLGP/YJ+DwwOC0NAfDjBGvOXGNsRJRDGZYdIW589dcKwhWblubW25ieesBJmdUN7BwQFnVtd8BrkqbC4tLZEkCdevX2d3d/dYQK0Wuratasq8YOPsWdbXN9hYP0tgJT5z4cIFWq0O+7uHzGdzTz9WcTORLZBg9urqKisrK1y5+jwHoyM2zm5QVTVPP/M0ZVWxvLLC/uEB09nMFQBapqkb7xAcOu0gnxNRlfzev333S8fQf/bXfIFV70JpcBphVtqUYmpFlvnlqBp3xYBBFQglEJUmMXWR++CeBnJ6vR47Ozt+uajQSdzqEDkYIQqc+qFj34ROyqCua7L5nKljB2kykWLBcJwoo4lLhVsx6PIQ8NevjBv1urvdLg3yIufuXrXsYDuVlYnygJMkodVNHTQgEFblAp3KwJBKS8cMGsXdy1Kqc7UVd9eKQ04wajw51roWhsex0udiFq6/B0fpU/ZEt9vl1q1bXnZAvRyZFHs0jWSNqhSFBnJV8lnhpTiKqRyrSfqppGlq2h0JzDauTiqIQQ9MytLSkg/GxXHsVyjq4XshtrqksfVxEpnV8pONp7tK7EA89ao6zqpVLFehOF2tqLpnXcv1qFHVScDfl/P2gyCA2sketISSibG02i0pN9iUxHHEeDrBGOj1xNMT2eGCdqvtgnS1X8WJ+mbIfD7nYHLoDZq+V5q41utJzdYbN264yUmkJLpd8SB7vZ4fp/MsYzadoRTRvCiJIllxr6wsk2VzJtMxxkBRCGw2GPTcSqwBDJPJhNlsxvb29m2rSYVvzp49S7/fd0U2CuJEirps79ziaHTEfD4l7bRpt1skacxgOOTa1RtEoejV6Gpcc1iGw6FfwWjp0TOra7Tbbfb3930cTSBC40kZWZYJPNuSZz0cDOl2pRbsn/rcN7K0tEzgRA2DIGB//4CqlITG+XzmdZKapubixUuUpWgA7ezs0jS1yERMx9y8eZMojhmNx+wfHJC2WnR7XaazGVVd0e50mM3nEAWeAjwaS2FyYwx1U3Pwmx966WD0y8urPoAmDImC2Syj2+1gTOg1IpIkJQqMNwQK7ShLRGmWyrIo8gzTHOPXOhAUnhCvqOWMryFqtf3kkcSxiG8VBQQhoQtoiXxpTbcj3m+Siqa16MfLJBDFMXmWUTeqndPyBSeUjqeTgEI+unJxHDW3HBdefFFW2NqSxkK/q+uGrCiF8x1KclQYSm1d7PFzFxplcBuTZ+I49TqhJi6ZJHcrodx5OxqwVuhG0+pzF9RTUS7chLPU6Xnes3q5Ki2tz0o5+/KMjmu5KiS2KN1wXCTEOMggI02lUHNZlcxmUyaTmtrFUnSyT2IJyqlR0dWhenvK9w6CgDgJicPQBa6dYmZR0e32nNeaoyUbDw8PyLIZZ86ccYl9bR8glvEjk41WrQrDgH5f1Q/njtsfg6sKNh7Pmc8z0jRhZWkNYyx1k1HMKhrbYOlK2UqgsXKfuirV1dHKcpfpdCY5FqnAOkLlk0S02XzG8sqy/O1kjDVeoUmECqU0TUNdFTJu04Sd7Vtcee5Z0jRlMBgwGo28oyCJXSHr62eJ45i9vV3HkDJsbt5kdXWZMBSlRaETQ7stsN/6+jqDwYDpdMru7q5PStTM1jRNJWmoLCjKgpe/4uVcvnyR3/3PHyRtpVRNxXA4ZDaf+rhbkQtrZ3l5mSiK2NnZIQgCRqMRrVaL17/+9QJDZlJZajQakWWZKKI6A69xj/l8LiSPJGFl0KfX65IkKefOnqPb7XFmdR3NiI+duB3WsLW9zfUbNzjYPyBNpVLcZDxm8OEPMRgOKfJcyhdWFVVdczQ6EvgtTcmLgsYK/XL35nWCNCVIEvb292m124Sx9G0rTbG1rPSTJCF3mj0Puj00j/6L/tuvsoHDjBVD1SChUvyWl4X6uHfrFo3zALVwhzHGwxCLWYK2rsjnM18wQ+VNFSpYLNJQ1TWBY6g0jZD1bdP4wdFZkPENg9AZ4WOcWv/p6kE99TRNqeqKBl3uZn7ZfJJpMp/PxcvuSCnAJE5Eq8eCWn3B7ZAiFWFIXk6J4ug467S2zoPrO5gh9NIQpYtL+OShBT61evoKJS1K/OrfwG1GWyfV4XBIGkhMQQXkVKFTn4V6v3KMmrpubssq1hdO/+mkEQYBk/EISUWXpKm8kOpQojpaYAw+8abbXj5OtHGxGY35KKf96OjI4fYWE+AC8KK/0+v1CUzIZDKldhIUGvDO87nHc3X8AP4eVEcnSVKaRrK1Cwdx6ZhQ6MUn6QUBZTGXKlzOEWi1O8Klb2QSPxqNweCgk4WgbJyS5wXtdofRaEwcp44OaD0zKummvsSmaq+ouN94PL6NhnpuYx1jRPIgiiIfy/jIRz5C0zRcuHDB6yNdvPwom5u3XJxjimT6lqytrdI0lUuA67mi11OnXCqxDxX8Us9ajLtASLPZjH6/y/r6OlevPc8zzzwjBdUDqf1bljnLqys8+tgjXL12DUNINs99NvCZM2c4ODhgc3PTQ0Eq9ZHEsZfHXhQU7KYt4nbLq9ieP3+eS5cuMUjaXhyt1WrT7fa4eu0627duMR5LbKff7zHPSgjhaHTI4dGRBMmdLWuaxssy6Duk47vrHFRjDIOlIWkr9cHnm1tbGGPodjpQ1/R6fdbWVrl5c/M24cZn3vXbLx2PXr1hHXhqYPr9PmfPnvWJUTs7O3SShEG/vyDjO2c0GnmBMFWwq6qKqsihOS4leDvXPPIeZpqmRHVNcWz30EzdVktqcUbuZRBDVNE0x/rxur9mZCo3X6mexhiweBxaDSXgYw2Ai9QLD1cnobIssW7iqVyQsZ22PDuo0+kQRgsTRnNMexRsOPBGvaml4IV6Zouyw0pzFG8Nr3szn0uQU/nnGpTTYHYcx8KOKGtSh4GDGF7llmvwVvvImIqynHt6ny7jB4OBD6RqIk3g6Kt6HU5JwuH9Eg/AWKwVxccyxwfENGayt7fnJyCNpwiltnLGo/Q4ehIniAz0sZ6PTMgSF4jcxJnN5xweibRAp92mqmuflSuFRo5F7TTpaDF/YZFtZSgpignWBJjAUlZzynlNnLSIkkTiM+4Zx/Gx7tBsLgXFtYaD0iiLXIL2URwTuzE/mUykZux87r36tbU1gkB+XzoNGIDtW9tkVgpwZPO5KHUGlmw+pyxEoK8qyoXqT6IdlY3mXLt2jUceucSZM2vs7GwznU559NFHWV5epWkabt686R0mzcPQ8TgYDNwzknyDSxcvUdU1h4f7nL94QWr0RlIv+MLF86ysrlIWNdPJzEO7CqM98cQTXL9+3ckLi4O3v7/P3Cnhap+12212d3axgWF9Y4MkSWT1gmFt5QybNzfZvHmL69evMx5NGDvITFb+IYPhEkmaMsnGTGYTDw/apiEMHVHCQM/VgfYxgTjh5S9/OVmWce36NeIk4dNe/WqqpqaxlqtXr3LlyhUuXLjApeUz4txZy1KrR1PXDJzu0MNoD82j/8yveattrAykIAgZDPp0uz0wsL29zdHhoRhGY1h2HN7ILZ1qV5ptOp0SBiEtx7Ipi4LZdEIUyJLHY6WLnrF7kUtl3qQtjDN8AcYb6DROwFrKsiAIQgITUJZOe8excsLoOEiXpi3B18vC8Zkt1kh6vCg7JsyzjMBx3efZHCxSsCGVoslxFHsoKDBS89TgJinHXAnDkNoWzLNj8bEwECiidAwdaw2djqhjmjDEunsyDu5ppa3jFUktfWkbS5ImhFHkZSWWloaURSlFNuyxXnwYiuEcpB0Plbj5jU6nS15INqLkG3Q951uxeWW/FEVJY0XzXVcEWZZRVxWxctHrgsBIRac4jogiWWlM3QvW7/epK0k86Xa6gOXo8EhiH70uHWcgVT5gMh1RNRVhKD5MWYgOTactYy8KY29Ara2pKveChwFlcZwM02qLFIJFFDXFk5NVgmTMpu55ZD6OI6wdqTPQ6wVMZxPCKKbd6pAXJWVVE0UxaatDYCLysnC/C5hOpg62HDKbCxOm3ekwz3I3mUdoEfW8FHpmFMoq5XgiAmslIN+4mMOw2yWbz0lbsoo8f0HgCkCULje3wEiiVdruUjnNneXlJaaTMTdu3uDatatMJmM2NjZ45JFLXL16lVubm3zaq1/NpUuX6fW6bG9vy9h2760K9Gl85+rVK4xGI5aWpeDG3t4u7W6HKJb3ezAYMM9mnL9wgWtXb3Dzxk1UjkNotAM2NjbY3t7m2tWrTI+OWD93juHyEuPRiKXhkLpu2NnZptfrMZvNMUFAr9ul1dJM3ZywkroBs+mMVrvD3u4eloC1tTXa7S6z2Zx5Jjk/YRqyt78riVZL4mjMZ3POXzjP448/TppKTKnT7jCfZ35VjpG+PRodcfmRS0RRTKfbZTDsM53NmM9mDKxIIltr2d7ZdmNQVsx//3/43pdOMPaz3vZWq6nCmmCgOK16g+qpKx6rTBKNqGvAUb30JEkY9nokofTDIo1xEb7RDNJOp00YGafcJ8EUUUwMfWBNjKvgoHXV0Ol0PZasHqgmxijWL55zjgmO1SQV9lC8VdlAcRyDhZXustNBif1qx1pL5DzS8XhMXpVebkH7DmT1MBwOjxOoHGZujCGIYql5GkY+63c+lRJ97bRFkQn22+t0Kcqc0Xzi+069LeXGq2evXHJNPlHvW/Xk2+22T1JT71+9fV1RKKSh2HO32/UwXitNaUXH2cOaUKcZrao1pIyovdE+nXaHlsOWm7Jib2+PXrcr/eXgmLquqayhqhv/W8AzofQcGs8IDOCeqY4jkKC6FrDXOEbTNORuHGiW9mg08pCNxg10DGr8RI+pMJD2uwbqoyiiyBuKQuoMmADysqChIUoiyqYiy+cEcUTiePqdWCDHW7duMZlM/CpUIVE1sCsrK7RCcZImsxFFWdBxSUCYkKKo2N8bkba7dDo9Wm3RGNrf3/detMKP0+mUo6Mj/9zbrZQQ6YMLFy5w8eJF/44cHR1RVRWPPPKI57BbW7K5uemlCjY3N/2zXnOSyXmeMxwOabd7jMYT9vf3RX1yPCZ16pv9fp+lpSWvO7O2tsJg0CKKhIBx/fp1JuMZKyur9Hp9lzAHe3t74iRFFTs7u+SzjH5/QD7PaaUdNtY3WBosg4XR0djHIfJc4ldJkvhsbc2d2dnZ8fkK7VaXVqtD5uo9HBzsMxofsrq6zNmzG9R1xa3tTZIkYW11laCQQH+r3aIoS9HIabfJipzv+7Zvf+kY+sf/q8+0WZa58l0Dj+9qJiHgs2aVJaMvoQb0lpfFOK6srHgvsZ0mVNmc/f198UCdwSxcEKrdkSImAL1+j7qWjE3JHky8MFeeFxgjUfa6lkBvWUjhC5zBtFZYJLFbamtegJTPM4ThcYYv4A3CeDLGuqxBE0ghhLXBqsjVOiwPIHZwjxqkoizJituTjpRuuqipr/2VZZkUS3A68GmaEgUB0/FEasVamE2nhIGsHqazKTbE003ruvZL4Nls5mUlVGJZJ5OiKFzgPGF5edkXpdagtxZHt9bS6/VcYQeJowwGA7IsYzgcenir2+lQZYvFNHIfxFZIRBUzrbWEqcPk53PiOKGVJFSlKEvWVUUrbR2zeDpdamdAVJpXabdazUjL6aVJQuNq3xbOAVGHQbJqXcUz5x33HWdcKZ0qEQF45o0GARdpmorhqwOhxl/PUZaWMBTNF2Ms0/mc6WyCxVLWBY1t6A/6tBxsJfr9wvhpdzp02m0wRlRD61omkkZWm1XWEEWyCtjd3ebgcF8Kvscpvf6ANO3R7vQxJmQ6G9PqpAyHAw/xaSzHWoSFMxEDvLe3S68tUr2rq6s+ma7X69HpdNja2uLq1avEcczy8jLLy0NXFQy2t3dI05SnnnqK8XhMt9tlY2Ods2fPMhqNybKcza1bHkuXWE7bs6AGA/HupaRgTBThee11bV3Rdbh5c5Pt7R3m84yNjQ1hVYUVS0vLUl0sk/qxy4MV1s+sQyMr/tlkzu7uLr1+XyYHLE3dCAsIwMXqIuckzWczICAOpUDK2toaTz/9FEejQ9bXz7C0NHCiaiFhKO9Larp0Om2Ojo547vnn6Q37vPwVryBJU/7uN/31l46h/4y/8metPvSqqjwXVfVA1FuS7Lvc4+saKAzD44pTSqsKgoC93R1KV5hZlvrHHqV43IaqrCict2QC67F0GbTWGf6KPBNjL5BFjSppRlHkPIu292RBMEaslYBLOyGODI09LhQiPG7hJPe6XdqO3masoRt3BJc3x0XDNUi6mG+QZRkmCj0vXDneinuqp+wnTBMQBDLZRA6Tn89m2LqhzAuqsqTflyo2dVVRUflsVk2yUZwZ8JmITSMFVXQSUk9OJwbFhHUy0L4aj8deC1/1x3WVpYZ9OpkQOiaRqhCqprzGDNQYTyYTmgAwkjk76PcFAnMwl3HDt64q6qpiXpRkzpDqOGsaqZylSTZq+HvdDrjAvXrqoOqRxxLUSr1clM9WyQvVKNe8DjiW29bnPB6PmU6nXhtFkwCPV1QNcdIlCHCBVEOcisKqsHMk70K01wtqFdPKC6Io9Eau5VhetpEyhUmSUM4LiqKk3WlBYJnOJ+46AwhCBv1lWu0+4/GUWTZmlo2ZTqaOFttxz0ByE4pcHJSyKjk6PMQYiSdtbGyQOwaKwmitVosrV66wtbXlnAMpQtRut0WiIJJaEf1+n7W1NY/zP/bYY7TbHa5fv8F4PObMmTOcO3eOwWDA+fPn/XPRRL+6LilK4dOHoVT6klUpHBwcsrKyytbWLaYTqdN8+fGL4nzMcw73D3jm6Y+QZTmXL11m48wGy0Mhg1RFxcwF+8uy5MqVK3Q6Hc6cOUO/3/cODCCMn3lOpzOg1UqZzWfs7e0wHo/Y3LxJp9Pita99Lesba77629GejJtOr8t4OpH6AS6I/ss/886XjqH//G/8Uqs8Z8VuAf/SHx4eehin3++zurrqubcKlaiHv8i6icOQNIm9noUG9JQtohi9nguXEKOyw5KNJhRHLfah2HwcJ25pWXivrK6lclNZllR1LQa83cHidFKcAVbhLfVIh8Ohp4S20hYxIRaIo9jLkzaOrqhVjHww2RwLtS0GgvV/DZiKEbNYxIDV7lrKoiRADE6vI/BYNs84Ojp0yTrSp6pCqXDNYDDwssJeKsJNSAphaCYk4D195czrP30G3W7Xsx50BTKZTCjygjSO6XS6HhpI04ThcMnFRBzWO5sRBgF5XZEmiZ/8Rkcjijzn4vkLtNMWR4dHXqMojIQNoUF2Tabz2dELeRq2aair0j9rDegre0M9b6VAKsy1KByn2kea/eu1kxagJy1zqdevxwehywZhQrsjqqjTyZgwDFzyXC3FWKqSosiJohATBJQunqJU3zyXmrAdV/9hUdq5FbUk1hUHxElEWYmc8zzLCdKLYcUAABnKSURBVMIYY2LmWYGxEUnLsH+4w40bN6jqykESbc6cOSPvYzZna3PL1a2NSNstX0FudXXVr4bCMPTaOrpK29m55SFAhZ36/T6TycT3nQZZV1fX6HZ7flLWREsQ+HdpaYlXvepVpGnKtWvPc2v7BmnaZnlJ6ggfHByyt3cAyLswnc54wxveQNM0bO5vMhwOOdw/5OhoxHwyo9Vqsby0zBOvfMJVqeqTpilHRyO0rOCTTz7pdLkqLl68yMWLF9nb2/P04TRtYYKIIAy4fv06cRyRJBGHhwcUhYylTqclBdfrmmvXb4KBtdU1CAwT5whnRc6Tv/z+l46h/wvf8bU2yzJfZESNsmLvitvqi6XelCZGGOfBKQbuKYRxzHQihS0WC1mrNrq1SrORgs7GSPKMeqhlUdPt9hBN9RSDYf9AiilXZeU1dxapkoBnpGjMoCxzykqrAkWODjqj1xNJhDRJqWrRtel2ulBbbwjarZboy2uOQFn59Oo4jpnlmS98risVTRJST16zdJvGkqTHxVrCheQt3OcwCAlC6fNWEt8mF6GrLF0aq/ECvFy0rsx0Ym61xHjoC6qQlq6Eoihib2+Pw8ND7+mqx+wNb31MX1WVTU1ZL0thf/T7fZk4nBRBnufMplOp7xkENFXNcDigrmoO9w+IE4EJur2ehwJ10lfhLx1LwkopUD38fk+00DUYu+gwaFA7d0E6HZ8qf7E4CShVU7OB9bkohVFjBRp3McYwnReYMKGuKmxTMxz0sXVNU5Uia53nGOsSuQJD6RwP7XO9Py3Goc5Hnue047YUhqdhNpuQl6KS2On2yLISS8TBwYj5vGB5tcvSSo84jplMp+zt7jKbzVhfX2dlZcUXxTZBIPzxRphb+n70+32KopDi4Wtr/v4Bj7cr339/f5/r16/7jPU4DFk5c4ayLIRe2mrRcZnpTS3aTmEYucSwEVr0ZXqwj0kjuq5yXRy7TGIClpaWuHjhEkVRcP36DdJWizqoMIFhb+9AstKzjLqshG6ZtsjmmdOkX6GoalZX1hguDdnd3WU6nbK/v0+71RZqbFnR6XZcH21weDRif3+P0XhMXVWEUeDx/b3dXdJWyste9hhFWXLtxnUvRZ65gL7q6Dz77g++dOiV165dA471UdSga0q84qfqEWqAdlEvRmECDXgJBS4jihKHAReUZe29X/Xclf4GEEbWMT4i4iih32sLgyaXmX4xVX5pacUbJk3yKnwWbugGraEopKizqAuKhyYGTJa66hFrHMBiMKF4m3mWMZnNhN4ZinyAE+P3gSobHNePVS0SNRga7PQc+8YSxwlhcCznIJX+jGT/On2dxlqsm1AX5SUAX6xdJzZ9DvqS7uzseDim3W57ITk1bk3TcObMGbIs4+bNmz6ztNVq+YQX9fTUw5uMJ2R5xqA/YN2l6k+nE1jAyDudNnv7+9QYwiD0OkE0cn2tJAUTEMciD9tYS14UGCcPoFRQ7S9lhOh1t1op1oowXRCGvpiLyi3rs4yiyFcviqLIw1i6atAxp4ZN+1E9XJXI0JiVrnQ1DyCMQnFKAiefbRtsU0uBk1KKsgRBgK0rbBNgXVUsXQECftLVfvZaOFVNkWdgLFEUEMcdGgN5lpHnJXHcYjgckKYlSSp9dHh4SBzHXLhwwVdwU10hpXOmaUoxm3P16lXSNOXSpUt+Zbe8vMzR0ZGPwekqqKoqVlZWCAKRGkiSxDsEaZr6CZ/GMh1PMBaRKihLb0PW19aACzLRlCXDwYCqcclGeUGWFT6WJVWkVkjTFq985RN85CMfYetgm063w9HRWCSbgU67Q+qS7oo8Z+vWJn/8tOXipcuEcUSYOB2sMGBvf9cz8zqdDrd2tgTay2YcjUcOu5dqYkEUsX+4T1XKKrwBnn7mWeazGWUgLJtO06axDU1lCcp8wVF9sO2hGXrlPS/yrdWbUuhGhZy6jj2h+LAa+tls5vFx9fo99zowwlgJA5qZ1OU0QeCogg2NK80VxbLctRjKqsHmBWVtMdY4uYAO3X7PceFb3hgYJ4bV6fVo6kYyVaMIAuFF28YQhFJIZJ7NCQpRqZzP58KssZYgcrhvIAY3TVJMYGgqSUvXCalxg3vminh0+j1vjPUFUYOisQuNS1grVaG0X7q9Hv1ej8wFAk0YEDpDO51OGR/se4OlzBBlVahhXF5e9jCR6uiojsl4PPbaKlqWTuGXIAg8I0KvX/VBFP5QDZnh0pBgHDCbz7AH+Mk1SmKiJBbP1RnOOEwII2EWGaDIc7DCHDo8lFrDURA4+qW5jd+vE5bmcWgQeTQaCUUW6yuD2aZhsqBpLpnYucfcO0nLrxI0tqAwljJ6lAWjfG6NhZw7d84HhhczhoX9E9IQkGUzsnlGU5e0koSmrmiqiiSWsooGGYN5lVM3khthwd0v1LVk8RorapfGBKRx6tQya1otx923NZEJ6cYJEBFFKWnaQFAzLyZkWe6cFENZVt5D11iRrkqWlpYYj8d85CMfEbjHfbe+vk6v12M0kqS4paUlwjBi0B9gG8iLgtXVVR595DE2Nze9+ubW1haGgF63zdAVG+p2u4KJD4dCy00SOi4oPZ1OCaKQIBbWWhhGXLp0mac+/BRbW1LAezKZOcJHymQy4ermNYwR6QasZWV5hX5f3heZcBKiWMb+7t4Oh0eHXLx4kccff5yz585iAnzgeTKZMJnKyvvq9avMi4x2S+jcs8mMtNWS5xwYsixnXuSESUx3OKAJrWeiHeztkRcl7bwgMA/cmRf7+TChG4UGlLansIzCBrr81cIHnY5UUNJlkiZESXRdOm02nVNV4nGp1os85GMN9MX0/iBUpcGALMsFsolT18kKicyJopg4Ssiy3GdhKj6uCTGLK4u6Lggj4+EP9a4W99fryfJMChi4dOfQiM5FU1XUZUU2m9Hv9kidUSpqUbxUQwXHOLEmI6nnZkyAlJ2TSaBxXn9Rlcwy6aswDKQEX1kSlpWn+AE+ozfPcz+pqkqneqgaE1iEaVT9UtUTe72ex+8VqlC4bZH+p0aycstxhYD6/b6Hbxax7iAIKCpLUZZMJxOqqmJpOGRtdZU0TkRd06l3TqdTsvmMvoOaAJ8HUde1x+ovX77Mzs4O48mYhsYHYyVRaOoTs3Qi9p5zWXtYZGlpyctoL2L5CoXphKKT29mzZ/3KSSc7/72FOGmRzefM5zPBd+OYpqmoq9LrImGkT+auvrAmfinEpIY2CKTQSpIkRMTUdYU1wr5paCirCgvs7B5Q17Cysk6atkVCuZxhXfnC3b1d+o55sufkxvu9HlVds7OzzSyb+5WeJjRqUuRgMPBMMMkkPc7m1WvXftMkLxBp7chIbQANyF+4cOG25DF1BHd2dri1s40NJL9DiB9SxEcgrIbpdMb29g5bW1tMphOCbipkACeL3e20WRoOaeqa2WxKu5XSbgl75uBgxI0bN4njmKWlJb+iUSdWlTHjOCYrc0xoCYKQdrvrHAvRVAKRxW612qyvrzMcDukO+lSlMLXCIODGjRvsb28Tpy2ee8/vvHSgGx3wSjNTWpZuU4x+aWnpNjEk9ez0hdAK9UopbJhRNQKL5KUs02priaMQa6Csa6q6Ek8tMMzznMPR2MEJgaShW6GwRWFERIA1UtChtpYgjmjH4ilXVck8zyTQ4hQzsZYagUEIDHlekrRStBaqCYwsN11h4TRNMWFI6YLRTdOQhK4UnQlE68N59XVdyzKy2/Eeui7RtcCEBmM1uJhECaErCgGCF+dlyWQ2JS+l5u3cyUP3u10aN0Eo1qyTmeLrmoSm51UtIIW0FPbQCWB/f9/T8BSSWNTFVwhnMVu2KArBS90ksbg0VwhEV4J1XbM/Eny7rGuqUsS3yqKiqS1VIRN6O00ZjcYUeYHtHhcTV4kKjYfopBMEMvlJ0o5LOEJqe5ZVSdUItDVYkphDNp8zn2V+taL9s5i/oYY7jmP29/c5ODhgfX3dZ22qtITCIcc5BKUQA9KEKAwwocHSYGxMQ0PlaJbWNoRWCpCHYUicxB5CstZCZPyzbZoGG7p7jQJsENCYmqKqqKzUuN3a3mQyyakxnD17kXbSgiai3WlR1A37zz5LXtWsra6RtObMskOeu3qN/qBPECfsX7tKlCQ89thjolWzUAVMx+zq6iplWVHkwv6SWJBkgW9ubnL16lWaxvK6173eZ8ZHBtIo4vmrV9nd2aGpa4Ikpe1KB1ZlRStJybOM7a1bdIZ9jo5GpEnKmTPrFBSkaZtOp+VKXIrU+Hg8RaRNAzq9Hrau2N3bY39fsqzPrK6wvLLMxYvnsXXDHz75YbZ3dyVOUlfkE0lkHE9l1ZamqQtsz4nbCTUVabtFp9dBalAHVKXULY6SRIqs9/qUVcPe7iEXLlwQ2GcyYdhbJiKmqsqHYo8fmkd/2k7baTttp+1PRgs+2Rdw2k7baTttp+3htlNDf9pO22k7bZ/i7dTQn7bTdtpO26d4e2iG3hjzFmOMNcZcfFjn+JPejDHfbIypPtnX8VJt99t/xpj3GmN++kUc/4ox5u0P4DiPurH+po/1tw+iPezzv9h+uY/jfkL6zRjzfcaYZx7mOT5Z7X7t7H0bemPMWWNMZozZMsbEH/8lPrhmjHmXMeYdn+RrqIwx3/zJvIaPpxlj3uQGzKOf7GtZaP8auKAfjDFfb4x5mOyBvwx814v43TXgHPDbD/ZyPrHn/wT072n7JLWPxaP/r4H/AOwBX/5wLue0fSo0Y0zyII5jrZ1ba289iGPd5/n2rbWjj+U3xpjEWltba7estQ+HG7dwrhfa/ok6/2m7vT2ocf6JaPdl6I0xAfA3gHcAPwv8zY/hHG8wxnzArQb+yBjzxSeO/UZjzK8aY+bGmANjzC8YY9YXvn/MGPNvjDE3jTEzY8wfGGO+YeH7dwBfCHyT80itMeYtd7mXbzLGPGmMyY0x140xP2SMiRa+f68x5qeNMX/PrV72jTHvMMZ073LMK0AI/HO9hhPff74x5j+76/8dY8xnnfj+5caY/9sYc+j64D8aY157l/N9kbv+jvvccv37/oV9vsCtMgbu83caY37PGDNx9/WvjDHn3HePAr/mfvqcu4f3Lhzrr7rfZg7u+AeL/eH67GeMMT9ojNkEbtzhut9vjPmhhc/f7871RQvb3meM+XH3t4du3DP9Ofe3Pud3nDj+fT+zO1zfXSGKBajh64wxv2SMmQI/Yk5AEMaYXzfG/NMX+P2TxpgfW/j8oPr15Pn189uMMb/oxt2zi+/NCxzjLXyc/Xuv+7lLe8wY824jNuA5Y8zXnTjuDxtjPuTu45ox5qeMMcMT+3yWMeb/NcaM3Bj/gDHmT93hXlfcM3qfMWbJbXuDMea33LX/sTHmq8xHQ3vWGPMdRmzUEfBOt/2+bMqJa3i7Ebuhn99hBJn4m8aY5919/HtjzJkTv/t2d46ZMeZXgMv30b/cJlNwp3/AlwDbSILVOaAAXnaP37wFydB+GviLwKcBPwPMgQtun7PACPgF4LXAm4D/AvzawnFeC3wb8DrgceDbgQr4Avf9EPhVZJl/1v1L7nBNfwGogf8ReCXwNcAB8IML+7wXOAT+IfCEu/dD4Pvvcq9n3DV9p16D2/7NQOOu78+44/1H4CNA5PbZALaA/93d66uA/w1ZOZ25w/naQAb8Off5C4Ed91x6btsPAr+18JvvBL4IeAz4POA3gPe570Lgy9zz+hx3DysL93AAfAPwMuDN7hn93Ik+GwM/BbwaeO0drvsHgN9c+Pxrblz96MJ95cCXLJy7cn8nbhzYhec8fLHPzP3uCvD2E/fx03fZ/1F3/uvA17v+eGxh+5vcfn/Lnb+18NvPdvu8+iH068nz6+dngbcBLwd+DBmjr7jDMT6u/r2f+7nLdd8Evg4Z+z+EvDOfvbDf25H351FkrH8Y+NmF718DTIF/6fr5FcBfAz7Pff99wDPu78vAk8D/BaRuWwfYBH4RsTNvRN6P2YnxYZH38tsRW/RK7t+m/PSJe387cGXh8zuAI3cPnw78aeD5E/f55e4Zfpc717cCt9x1XbzrWL9PQ/9vgX+48PmXgB+5T0P/rQvbInfxP7RgjK6zYJiB17vfvfkux/73wD9b+Pwu4B33cR+/BvwfJ7Z9JzL5JAsP5b+c2OenWDBQdzh2BXzziW3f7O7lMxe2vdFte9XCIPytE78zyGTwt+9yvvcCP+7+/mFkEn0S+FK37dfv9oyAN7jr0En3Te7zoyf2uwL8Nye2vdntu7xwLX8MBPcxJipggLxcOfDdwAfc91+MTFbdhf6rFn7/9YC9Q1+8mGd2hRdn6P/eHbaroV1yY+prFvb5X4HfeUj9evL8+vm7Trx7E+Bv3eU4L7p/7+d+7nLdP3hi+28AP3+X6/xKN3YC9/nngN+/Uz/hDD1ixG8A/3hxXwStmOAmNrftCXdtJw39z5w49v3alPsx9Du4ycdt+x5gc+Hz+4F3njjO/8J9GPp7QjdGlvd/EYFstL0D+JbF5cld2m/qH9baCvgA4p2AzMS/Za0tFvb5fWRme407f8cY82NGYJ99Y8wE+FLgkfs498n2GsS7XmzvA1rIDK3t907scwPxvF9Ms8ggXDwWC8f7HOCz3HJz4u5vjLwEr7jLcd8DvNX9/Vbg3cB/At5qjOm5475HdzYSnf8Vt/QdI4MG7tKPbtn4CPAPTlzfL7tdXr6w+wftvaX3fhMx5G9GPLTngX+BwHtDdx8fsNZO73GcF2oP8pndq33gbl9aaw8R7/AbAdx78ldx79BD6Nc7Nd8n7t27xYvvkzv278d4Py/UfvPE51/n2EZgjPnLRuDdm+6470RWIGfdLp8FvPse/XQGeff/pbX2207s+2rgQ9baI91grf0wsmo52U4++/u1KffTPmStzRc+nxzDr0YmwcX2fu6j3Y+h/la33++a25XVdLn/b+7nRAvtpGCPvcN+uv3vI0uW70aWbFPgJxDI5sW0k+czL7C9OLGP5cVTURtrbb3wWc8TLPz/buC/f4HfHr3ANm3vAf5nY8xlZKC/B/Fy3u6O1yAvDG6fX0I8nx8AdoGLyErobgElvcbvRCaRk+36wt/3NM7W2twY8xvI8rsA3mOt3THGfBjx9t8K/Mq9jnOH9iCf2b3a/UxEPwv8O2PMBvC5iJf/r9x3D7Rf79IeZJ/c7Vgfy/3cT/M2wuHs/yfwo8DfQWCRNyL9uzh272RHtB0iUNKXG2N+0lp78pru9XttL/Q87mVTGj7a7r0Qc/GF+vh+7eVd210fupEg7F8HfgT4jBP/fp77C8q+ceF4EeJpfsht+iPg88xC9NoY83rEiP+R2/RmZLnyr523/yyCTy22Apl47tX+CPizJ7a9GVlmPXsfv79bu99rONl+F/EKblhrnznxb+cuv/tt5Lq/F3jaWruFvGSvBb4aWSnN3b6fg+Dff9ta++vW2qf4aM9OB5m/ByuMl2sIzHTy2p6x1mYv4n51JaKrEN32lRxPWHdqBYAx5sX08ye6/QqC534tglv/B2vtLjy0fn0Q7UX17wO4nzee+Px5HNuINwG71tq3W2t/21r7x4iTstg+CHyRs1d3aiVCn/0D4H3GmMWV7JPApy0GeI0xr0Im53u1+7Ep28D5E/t85n0c+2R7Evj8E9tOfn7Bdq/Z/UuQ4MU/sdb+4eI/4J8DX2zuzbv+HmPMlxpjPg0JOG64/wH+EYLXvsMY8+lGWAM/B7zfWqsskKeQWfhzjTGvBv4pH91pzyHwx+PGmDVzZ57/jwJ/xRjzPcaYVxpj3obgdz+xCB+9yPYc8AXGmPPGmLWP4Xf/CDGu/84Y82eMMCbe5JgGf/pOP7JCpXs/8E0442it3UcG8jdwu8F8GvEEvtsIi+krkAlisT2PeB5faoxZXxj0/xPwHY4l8OnGmFcZY77CGPNPPoZ7XGzvQSajz+DY+3sPEowr+ehl/GJ7zv3/ZcaYMw6i+hPZHFTyC4gz9JcQiGqxPeh+fRDt4+nfj+d+vtUY87XunfwBxND/pPvuKeCMMeZbjTEvM8Z8I/Dfnfj9jyMw5zuNMZ/t7MBXG2M+b3En9868DXGu3meMeZn76p0IRv8vjDGvc6sIJY7cy4O+H5vyLmQiepsRht33INDlx9p+AvgaIwy6VxhjvgV51+/d7gbgI0HPFwxoIcZpCxdYfYHv34J00pchM26OzEh/7sR+b0QwrjmyvPoFYH3h+0uIdzRFIuPfjzyE9y7s8zJ3jIk751vuck/fhHgLBYKB/TCOAXO/gZM7HPdL3HFzXECLE8FEt+3iyWtE8M13IsGYHDG6Pw88do9z/h13rK9c2PYTLATmFrZ/G+J1zZEJ4kte4Dr+ruuT+kT/fgVigGcIS+r3gO+9W5/d5ZpDBJL6/YVtS0iQ9l0n9n2h/vtJBGtucAH4j+OZXeHFBWNP9u2dtiuxYI8XYII9qH49ef67XM8zwPfd41gvun/vdT93ue5vcOfI3DP5hhP7/aC7pikCQf41ThAHEHjsXW6fMbLi/Vz33ffhWDcLY/DnkffhFW7bG4DfQt6/p4GvQjzx7174nQW+/gXu4142JXb9uo3YuH+MQKhXFvZ5Bx89/j8qOI7AYzeQ9/hd7tz3DMaeyhSfttN22k7bieagnSvAl1lrf/GTfDkfdzs19KfttJ22/983Y8zXI57yc8gK+8cRmPlV9nYmzEuyPbQKU6fttJ220/YSaqsILHwB2EcYa1/9qWDk4dSjP22n7bSdtk/5dqpHf9pO22k7bZ/i7dTQn7bTdtpO26d4OzX0p+20nbbT9ineTg39aTttp+20fYq3U0N/2k7baTttn+Lt/wNNA2vI+zUpMwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#最终结果\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "    subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "else:\n",
    "    print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "    sys.exit()\n",
    "\n",
    "if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "    endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "analyze_url = endpoint + \"vision/v3.1/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://vicky-newmedia.gitee.io/api_photo/vision_image/mountain.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(analyze_url, headers=headers,\n",
    "                         params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(json.dumps(response.json()))\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'categories': [{'name': 'outdoor_waterside',\n",
       "   'score': 0.859375,\n",
       "   'detail': {'landmarks': [{'name': 'Li River',\n",
       "      'confidence': 0.9439755082130432}]}}],\n",
       " 'color': {'dominantColorForeground': 'Black',\n",
       "  'dominantColorBackground': 'Grey',\n",
       "  'dominantColors': ['Grey'],\n",
       "  'accentColor': '364E95',\n",
       "  'isBwImg': False,\n",
       "  'isBWImg': False},\n",
       " 'description': {'tags': ['water',\n",
       "   'mountain',\n",
       "   'outdoor',\n",
       "   'boat',\n",
       "   'sky',\n",
       "   'nature',\n",
       "   'lake',\n",
       "   'floating',\n",
       "   'surrounded',\n",
       "   'island',\n",
       "   'shore',\n",
       "   'promontory',\n",
       "   'traveling',\n",
       "   'day',\n",
       "   'distance'],\n",
       "  'captions': [{'text': 'a boat on the water with Li River in the background',\n",
       "    'confidence': 0.34069088101387024}]},\n",
       " 'requestId': '6c7e0190-cf5a-46c0-bb78-4e08cd15ed2f',\n",
       " 'metadata': {'height': 285, 'width': 474, 'format': 'Jpeg'}}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response.json()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分析本地图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'outdoor_', 'score': 0.00390625, 'detail': {'landmarks': []}}, {'name': 'people_show', 'score': 0.8671875}], 'color': {'dominantColorForeground': 'Blue', 'dominantColorBackground': 'Blue', 'dominantColors': ['Blue'], 'accentColor': 'C40731', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['text', 'stage'], 'captions': [{'text': 'a person sitting in a room with a large screen and a large display of screens', 'confidence': 0.2408343404531479}]}, 'requestId': '9da2ab53-25ce-4355-997e-9750f81feb49', 'metadata': {'height': 477, 'width': 716, 'format': 'Png'}}\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "    subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "else:\n",
    "    print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "    sys.exit()\n",
    "\n",
    "if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "    endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "analyze_url = endpoint + \"vision/v3.1/analyze\"\n",
    "\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "image_path = \"/Users/46547/Desktop/vr.jpg\"\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key,\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 生成缩略图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thumbnail is 100-by-100\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "    subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "else:\n",
    "    print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "    sys.exit()\n",
    "\n",
    "if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "    endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "thumbnail_url = endpoint + \"vision/v3.1/generateThumbnail\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://vicky-newmedia.gitee.io/api_photo/vision_image/mountain.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key':subscription_key}\n",
    "params = {'width': '100', 'height': '100', 'smartCropping': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(thumbnail_url, headers=headers,params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "thumbnail = Image.open(BytesIO(response.content))\n",
    "\n",
    "# Display the thumbnail.\n",
    "plt.imshow(thumbnail)\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Verify the thumbnail size.\n",
    "print(\"Thumbnail is {0}-by-{1}\".format(*thumbnail.size))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 提取文本（读取API）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\n",
      "    \"status\": \"running\",\n",
      "    \"createdDateTime\": \"2020-10-24T17:15:33Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T17:15:33Z\"\n",
      "}\n",
      "{\n",
      "    \"status\": \"succeeded\",\n",
      "    \"createdDateTime\": \"2020-10-24T17:15:33Z\",\n",
      "    \"lastUpdatedDateTime\": \"2020-10-24T17:15:34Z\",\n",
      "    \"analyzeResult\": {\n",
      "        \"version\": \"3.0.0\",\n",
      "        \"readResults\": [\n",
      "            {\n",
      "                \"page\": 1,\n",
      "                \"angle\": 0.6661,\n",
      "                \"width\": 749,\n",
      "                \"height\": 998,\n",
      "                \"unit\": \"pixel\",\n",
      "                \"lines\": [\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            466,\n",
      "                            469,\n",
      "                            678,\n",
      "                            474,\n",
      "                            677,\n",
      "                            513,\n",
      "                            465,\n",
      "                            509\n",
      "                        ],\n",
      "                        \"text\": \"Talking to you\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    466,\n",
      "                                    470,\n",
      "                                    567,\n",
      "                                    472,\n",
      "                                    567,\n",
      "                                    512,\n",
      "                                    466,\n",
      "                                    509\n",
      "                                ],\n",
      "                                \"text\": \"Talking\",\n",
      "                                \"confidence\": 0.985\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    575,\n",
      "                                    472,\n",
      "                                    606,\n",
      "                                    473,\n",
      "                                    606,\n",
      "                                    513,\n",
      "                                    575,\n",
      "                                    512\n",
      "                                ],\n",
      "                                \"text\": \"to\",\n",
      "                                \"confidence\": 0.988\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    614,\n",
      "                                    473,\n",
      "                                    679,\n",
      "                                    474,\n",
      "                                    678,\n",
      "                                    514,\n",
      "                                    614,\n",
      "                                    513\n",
      "                                ],\n",
      "                                \"text\": \"you\",\n",
      "                                \"confidence\": 0.987\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            464,\n",
      "                            556,\n",
      "                            681,\n",
      "                            555,\n",
      "                            681,\n",
      "                            594,\n",
      "                            464,\n",
      "                            595\n",
      "                        ],\n",
      "                        \"text\": \"makes my day\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    465,\n",
      "                                    557,\n",
      "                                    558,\n",
      "                                    556,\n",
      "                                    558,\n",
      "                                    595,\n",
      "                                    464,\n",
      "                                    594\n",
      "                                ],\n",
      "                                \"text\": \"makes\",\n",
      "                                \"confidence\": 0.983\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    566,\n",
      "                                    556,\n",
      "                                    615,\n",
      "                                    556,\n",
      "                                    614,\n",
      "                                    595,\n",
      "                                    565,\n",
      "                                    595\n",
      "                                ],\n",
      "                                \"text\": \"my\",\n",
      "                                \"confidence\": 0.983\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    622,\n",
      "                                    556,\n",
      "                                    682,\n",
      "                                    556,\n",
      "                                    680,\n",
      "                                    595,\n",
      "                                    622,\n",
      "                                    595\n",
      "                                ],\n",
      "                                \"text\": \"day\",\n",
      "                                \"confidence\": 0.987\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            651,\n",
      "                            648,\n",
      "                            694,\n",
      "                            649,\n",
      "                            695,\n",
      "                            671,\n",
      "                            652,\n",
      "                            671\n",
      "                        ],\n",
      "                        \"text\": \"Xian\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    651,\n",
      "                                    648,\n",
      "                                    694,\n",
      "                                    648,\n",
      "                                    694,\n",
      "                                    671,\n",
      "                                    651,\n",
      "                                    670\n",
      "                                ],\n",
      "                                \"text\": \"Xian\",\n",
      "                                \"confidence\": 0.716\n",
      "                            }\n",
      "                        ]\n",
      "                    },\n",
      "                    {\n",
      "                        \"boundingBox\": [\n",
      "                            537,\n",
      "                            946,\n",
      "                            706,\n",
      "                            946,\n",
      "                            706,\n",
      "                            966,\n",
      "                            537,\n",
      "                            967\n",
      "                        ],\n",
      "                        \"text\": \"VI $5 950139696\",\n",
      "                        \"words\": [\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    545,\n",
      "                                    947,\n",
      "                                    571,\n",
      "                                    947,\n",
      "                                    571,\n",
      "                                    967,\n",
      "                                    546,\n",
      "                                    968\n",
      "                                ],\n",
      "                                \"text\": \"VI\",\n",
      "                                \"confidence\": 0.638\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    575,\n",
      "                                    947,\n",
      "                                    611,\n",
      "                                    947,\n",
      "                                    611,\n",
      "                                    966,\n",
      "                                    575,\n",
      "                                    967\n",
      "                                ],\n",
      "                                \"text\": \"$5\",\n",
      "                                \"confidence\": 0.565\n",
      "                            },\n",
      "                            {\n",
      "                                \"boundingBox\": [\n",
      "                                    615,\n",
      "                                    947,\n",
      "                                    707,\n",
      "                                    948,\n",
      "                                    707,\n",
      "                                    965,\n",
      "                                    615,\n",
      "                                    966\n",
      "                                ],\n",
      "                                \"text\": \"950139696\",\n",
      "                                \"confidence\": 0.9\n",
      "                            }\n",
      "                        ]\n",
      "                    }\n",
      "                ]\n",
      "            }\n",
      "        ]\n",
      "    }\n",
      "}\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import json\n",
    "import os\n",
    "import sys\n",
    "import requests\n",
    "import time\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Polygon\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "    subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "else:\n",
    "    print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "    sys.exit()\n",
    "\n",
    "if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "    endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "text_recognition_url = endpoint + \"/vision/v3.0/read/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to recognize.\n",
    "image_url = \"https://vicky-newmedia.gitee.io/api_photo/vision_image/english.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(text_recognition_url, headers=headers, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# Extracting text requires two API calls: One call to submit the\n",
    "# image for processing, the other to retrieve the text found in the image.\n",
    "\n",
    "# Holds the URI used to retrieve the recognized text.\n",
    "operation_url = response.headers[\"Operation-Location\"]\n",
    "\n",
    "# The recognized text isn't immediately available, so poll to wait for completion.\n",
    "analysis = {}\n",
    "poll = True\n",
    "while (poll):\n",
    "    response_final = requests.get(\n",
    "        response.headers[\"Operation-Location\"], headers=headers)\n",
    "    analysis = response_final.json()\n",
    "    \n",
    "    print(json.dumps(analysis, indent=4))\n",
    "\n",
    "    time.sleep(1)\n",
    "    if (\"analyzeResult\" in analysis):\n",
    "        poll = False\n",
    "    if (\"status\" in analysis and analysis['status'] == 'failed'):\n",
    "        poll = False\n",
    "\n",
    "polygons = []\n",
    "if (\"analyzeResult\" in analysis):\n",
    "    # Extract the recognized text, with bounding boxes.\n",
    "    polygons = [(line[\"boundingBox\"], line[\"text\"])\n",
    "                for line in analysis[\"analyzeResult\"][\"readResults\"][0][\"lines\"]]\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image)\n",
    "for polygon in polygons:\n",
    "    vertices = [(polygon[0][i], polygon[0][i+1])\n",
    "                for i in range(0, len(polygon[0]), 2)]\n",
    "    text = polygon[1]\n",
    "    patch = Polygon(vertices, closed=True, fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(vertices[0][0], vertices[0][1], text, fontsize=20, va=\"top\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 提取文本（OCR API）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(0.0, 1.0, 0.0, 1.0)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.patches import Rectangle\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "    subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "else:\n",
    "    print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "    sys.exit()\n",
    "\n",
    "if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "    endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "    \n",
    "ocr_url = endpoint + \"vision/v3.1/ocr\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://vicky-newmedia.gitee.io/api_photo/vision_image/cute.jpg\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'language': 'unk', 'detectOrientation': 'true'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(ocr_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "analysis = response.json()\n",
    "\n",
    "# Extract the word bounding boxes and text.\n",
    "line_infos = [region[\"lines\"] for region in analysis[\"regions\"]]\n",
    "word_infos = []\n",
    "for line in line_infos:\n",
    "    for word_metadata in line:\n",
    "        for word_info in word_metadata[\"words\"]:\n",
    "            word_infos.append(word_info)\n",
    "word_infos\n",
    "\n",
    "# Display the image and overlay it with the extracted text.\n",
    "plt.figure(figsize=(5, 5))\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "ax = plt.imshow(image, alpha=0.5)\n",
    "for word in word_infos:\n",
    "    bbox = [int(num) for num in word[\"boundingBox\"].split(\",\")]\n",
    "    text = word[\"text\"]\n",
    "    origin = (bbox[0], bbox[1])\n",
    "    patch = Rectangle(origin, bbox[2], bbox[3],\n",
    "                      fill=False, linewidth=2, color='y')\n",
    "    ax.axes.add_patch(patch)\n",
    "    plt.text(origin[0], origin[1], text, fontsize=20, weight=\"bold\", va=\"top\")\n",
    "plt.show()\n",
    "plt.axis(\"off\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用域模型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 地标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'landmarks': [{'name': 'Forbidden City', 'confidence': 0.9999575614929199}]}, 'requestId': 'd80a86db-c708-4fef-a0ae-0e23564988ba', 'metadata': {'height': 1514, 'width': 2689, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "    subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "else:\n",
    "    print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "    sys.exit()\n",
    "\n",
    "if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "    endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "    \n",
    "landmark_analyze_url = endpoint + \"vision/v3.1/models/landmarks/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://images.unsplash.com/photo-1587825338028-f1d568e0dbb3?ixlib=rb-1.2.1&ixid=eyJhcHBfaWQiOjEyMDd9&auto=format&fit=crop&w=2689&q=80\"\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'model': 'landmarks'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    landmark_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant landmark for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"landmarks\"] is not []\n",
    "print(analysis)\n",
    "landmark_name = analysis[\"result\"][\"landmarks\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the landmark name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(landmark_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 名人"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': {'celebrities': [{'name': 'Tim Cook', 'confidence': 0.997101366519928, 'faceRectangle': {'left': 571, 'top': 120, 'width': 142, 'height': 142}}]}, 'requestId': '2be8c46f-98db-4d4c-be4e-3fcf7a0518d8', 'metadata': {'height': 1102, 'width': 1960, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import requests\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "    subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "else:\n",
    "    print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "    sys.exit()\n",
    "\n",
    "if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "    endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "# Replace <Subscription Key> with your valid subscription key.\n",
    "subscription_key = subscription_key\n",
    "assert subscription_key\n",
    "\n",
    "vision_base_url = endpoint + \"vision/v2.1/\"\n",
    "\n",
    "celebrity_analyze_url = vision_base_url + \"models/celebrities/analyze\"\n",
    "\n",
    "# Set image_url to the URL of an image that you want to analyze.\n",
    "image_url = \"https://www.apple.com.cn/newsroom/images/live-action/keynote-september-2020/apple_apple-event-keynote_tim_09152020_big.jpg.large_2x.jpg\"\n",
    "\n",
    "\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key}\n",
    "params = {'model': 'celebrities'}\n",
    "data = {'url': image_url}\n",
    "response = requests.post(\n",
    "    celebrity_analyze_url, headers=headers, params=params, json=data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The\n",
    "# most relevant celebrity for the image is obtained from the 'result' property.\n",
    "analysis = response.json()\n",
    "assert analysis[\"result\"][\"celebrities\"] is not []\n",
    "print(analysis)\n",
    "celebrity_name = analysis[\"result\"][\"celebrities\"][0][\"name\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the celebrity name.\n",
    "image = Image.open(BytesIO(requests.get(image_url).content))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(celebrity_name, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== Describe an image - remote =====\n",
      "Description of remote image: \n",
      "'a boat on the water with Li River in the background' with confidence 34.07%\n"
     ]
    }
   ],
   "source": [
    "#获取图像说明\n",
    "'''\n",
    "Describe an Image - remote\n",
    "This example describes the contents of an image with the confidence score.\n",
    "'''\n",
    "print(\"===== Describe an image - remote =====\")\n",
    "# Call API\n",
    "description_results = computervision_client.describe_image(remote_image_url )\n",
    "\n",
    "# Get the captions (descriptions) from the response, with confidence level\n",
    "print(\"Description of remote image: \")\n",
    "if (len(description_results.captions) == 0):\n",
    "    print(\"No description detected.\")\n",
    "else:\n",
    "    for caption in description_results.captions:\n",
    "        print(\"'{}' with confidence {:.2f}%\".format(caption.text, caption.confidence * 100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== Categorize an image - remote =====\n",
      "Categories from remote image: \n",
      "'outdoor_waterside' with confidence 85.94%\n"
     ]
    }
   ],
   "source": [
    "#获取图像类别\n",
    "'''\n",
    "Categorize an Image - remote\n",
    "This example extracts (general) categories from a remote image with a confidence score.\n",
    "'''\n",
    "print(\"===== Categorize an image - remote =====\")\n",
    "# Select the visual feature(s) you want.\n",
    "remote_image_features = [\"categories\"]\n",
    "# Call API with URL and features\n",
    "categorize_results_remote = computervision_client.analyze_image(remote_image_url , remote_image_features)\n",
    "\n",
    "# Print results with confidence score\n",
    "print(\"Categories from remote image: \")\n",
    "if (len(categorize_results_remote.categories) == 0):\n",
    "    print(\"No categories detected.\")\n",
    "else:\n",
    "    for category in categorize_results_remote.categories:\n",
    "        print(\"'{}' with confidence {:.2f}%\".format(category.name, category.score * 100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== Tag an image - remote =====\n",
      "Tags in the remote image: \n",
      "'water' with confidence 100.00%\n",
      "'mountain' with confidence 99.98%\n",
      "'outdoor' with confidence 99.93%\n",
      "'boat' with confidence 99.21%\n",
      "'sky' with confidence 98.63%\n",
      "'nature' with confidence 98.54%\n",
      "'lake' with confidence 95.07%\n",
      "'watercraft' with confidence 84.08%\n",
      "'cloud' with confidence 83.23%\n",
      "'landscape' with confidence 82.50%\n",
      "'ship' with confidence 77.71%\n",
      "'beach' with confidence 65.28%\n",
      "'floating' with confidence 64.93%\n",
      "'surrounded' with confidence 55.83%\n",
      "'vehicle' with confidence 52.56%\n",
      "'island' with confidence 46.68%\n",
      "'shore' with confidence 41.51%\n",
      "'promontory' with confidence 34.91%\n",
      "'traveling' with confidence 32.46%\n",
      "'day' with confidence 23.43%\n",
      "'distance' with confidence 17.54%\n"
     ]
    }
   ],
   "source": [
    "#获取图像标记\n",
    "'''\n",
    "Tag an Image - remote\n",
    "This example returns a tag (key word) for each thing in the image.\n",
    "'''\n",
    "print(\"===== Tag an image - remote =====\")\n",
    "# Call API with remote image\n",
    "tags_result_remote = computervision_client.tag_image(remote_image_url )\n",
    "\n",
    "# Print results with confidence score\n",
    "print(\"Tags in the remote image: \")\n",
    "if (len(tags_result_remote.tags) == 0):\n",
    "    print(\"No tags detected.\")\n",
    "else:\n",
    "    for tag in tags_result_remote.tags:\n",
    "        print(\"'{}' with confidence {:.2f}%\".format(tag.name, tag.confidence * 100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== Detect Objects - remote =====\n",
      "Detecting objects in remote image:\n",
      "object at location 213, 365, 85, 208\n",
      "object at location 218, 402, 179, 384\n",
      "object at location 238, 417, 298, 416\n",
      "object at location 116, 419, 60, 386\n"
     ]
    }
   ],
   "source": [
    "#检测物体\n",
    "'''\n",
    "Detect Objects - remote\n",
    "This example detects different kinds of objects with bounding boxes in a remote image.\n",
    "'''\n",
    "print(\"===== Detect Objects - remote =====\")\n",
    "# Get URL image with different objects\n",
    "remote_image_url_objects = \"https://raw.githubusercontent.com/Azure-Samples/cognitive-services-sample-data-files/master/ComputerVision/Images/objects.jpg\"\n",
    "# Call API with URL\n",
    "detect_objects_results_remote = computervision_client.detect_objects(remote_image_url_objects)\n",
    "\n",
    "# Print detected objects results with bounding boxes\n",
    "print(\"Detecting objects in remote image:\")\n",
    "if len(detect_objects_results_remote.objects) == 0:\n",
    "    print(\"No objects detected.\")\n",
    "else:\n",
    "    for object in detect_objects_results_remote.objects:\n",
    "        print(\"object at location {}, {}, {}, {}\".format( \\\n",
    "        object.rectangle.x, object.rectangle.x + object.rectangle.w, \\\n",
    "        object.rectangle.y, object.rectangle.y + object.rectangle.h))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== Detect Brands - remote =====\n",
      "Detecting brands in remote image: \n",
      "'Microsoft' brand detected with confidence 62.5% at location 58, 113, 106, 152\n",
      "'Microsoft' brand detected with confidence 69.8% at location 58, 260, 86, 149\n"
     ]
    }
   ],
   "source": [
    "#检测品牌\n",
    "'''\n",
    "Detect Brands - remote\n",
    "This example detects common brands like logos and puts a bounding box around them.\n",
    "'''\n",
    "print(\"===== Detect Brands - remote =====\")\n",
    "# Get a URL with a brand logo\n",
    "remote_image_url = \"https://docs.microsoft.com/en-us/azure/cognitive-services/computer-vision/images/gray-shirt-logo.jpg\"\n",
    "# Select the visual feature(s) you want\n",
    "remote_image_features = [\"brands\"]\n",
    "# Call API with URL and features\n",
    "detect_brands_results_remote = computervision_client.analyze_image(remote_image_url, remote_image_features)\n",
    "\n",
    "print(\"Detecting brands in remote image: \")\n",
    "if len(detect_brands_results_remote.brands) == 0:\n",
    "    print(\"No brands detected.\")\n",
    "else:\n",
    "    for brand in detect_brands_results_remote.brands:\n",
    "        print(\"'{}' brand detected with confidence {:.1f}% at location {}, {}, {}, {}\".format( \\\n",
    "        brand.name, brand.confidence * 100, brand.rectangle.x, brand.rectangle.x + brand.rectangle.w, \\\n",
    "        brand.rectangle.y, brand.rectangle.y + brand.rectangle.h))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== Detect Faces - remote =====\n",
      "Faces in the remote image: \n",
      "'Male' of age 39 at location 118, 159, 212, 253\n",
      "'Male' of age 54 at location 492, 111, 582, 201\n",
      "'Female' of age 55 at location 18, 153, 102, 237\n",
      "'Female' of age 33 at location 386, 166, 467, 247\n",
      "'Female' of age 18 at location 235, 158, 311, 234\n",
      "'Female' of age 8 at location 323, 163, 391, 231\n"
     ]
    }
   ],
   "source": [
    "#检测人脸\n",
    "'''\n",
    "Detect Faces - remote\n",
    "This example detects faces in a remote image, gets their gender and age, \n",
    "and marks them with a bounding box.\n",
    "'''\n",
    "print(\"===== Detect Faces - remote =====\")\n",
    "# Get an image with faces\n",
    "remote_image_url_faces = \"https://raw.githubusercontent.com/Azure-Samples/cognitive-services-sample-data-files/master/ComputerVision/Images/faces.jpg\"\n",
    "# Select the visual feature(s) you want.\n",
    "remote_image_features = [\"faces\"]\n",
    "# Call the API with remote URL and features\n",
    "detect_faces_results_remote = computervision_client.analyze_image(remote_image_url_faces, remote_image_features)\n",
    "\n",
    "# Print the results with gender, age, and bounding box\n",
    "print(\"Faces in the remote image: \")\n",
    "if (len(detect_faces_results_remote.faces) == 0):\n",
    "    print(\"No faces detected.\")\n",
    "else:\n",
    "    for face in detect_faces_results_remote.faces:\n",
    "        print(\"'{}' of age {} at location {}, {}, {}, {}\".format(face.gender, face.age, \\\n",
    "        face.face_rectangle.left, face.face_rectangle.top, \\\n",
    "        face.face_rectangle.left + face.face_rectangle.width, \\\n",
    "        face.face_rectangle.top + face.face_rectangle.height))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== Detect Adult or Racy Content - remote =====\n",
      "Analyzing remote image for adult or racy content ... \n",
      "Is adult content: False with confidence 0.52\n",
      "Has racy content: False with confidence 1.35\n"
     ]
    }
   ],
   "source": [
    "#检测成人、色情或血腥内容\n",
    "'''\n",
    "Detect Adult or Racy Content - remote\n",
    "This example detects adult or racy content in a remote image, then prints the adult/racy score.\n",
    "The score is ranged 0.0 - 1.0 with smaller numbers indicating negative results.\n",
    "'''\n",
    "print(\"===== Detect Adult or Racy Content - remote =====\")\n",
    "# Select the visual feature(s) you want\n",
    "remote_image_features = [\"adult\"]\n",
    "# Call API with URL and features\n",
    "detect_adult_results_remote = computervision_client.analyze_image(remote_image_url, remote_image_features)\n",
    "\n",
    "# Print results with adult/racy score\n",
    "print(\"Analyzing remote image for adult or racy content ... \")\n",
    "print(\"Is adult content: {} with confidence {:.2f}\".format(detect_adult_results_remote.adult.is_adult_content, detect_adult_results_remote.adult.adult_score * 100))\n",
    "print(\"Has racy content: {} with confidence {:.2f}\".format(detect_adult_results_remote.adult.is_racy_content, detect_adult_results_remote.adult.racy_score * 100))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== Detect Color - remote =====\n",
      "Getting color scheme of the remote image: \n",
      "Is black and white: False\n",
      "Accent color: AD5D1E\n",
      "Dominant background color: Grey\n",
      "Dominant foreground color: Grey\n",
      "Dominant colors: ['Grey']\n"
     ]
    }
   ],
   "source": [
    "#获取图像配色方案，以下代码输出图像中检测到的颜色属性，如主色和主题色。 \n",
    "'''\n",
    "Detect Color - remote\n",
    "This example detects the different aspects of its color scheme in a remote image.\n",
    "'''\n",
    "print(\"===== Detect Color - remote =====\")\n",
    "# Select the feature(s) you want\n",
    "remote_image_features = [\"color\"]\n",
    "# Call API with URL and features\n",
    "detect_color_results_remote = computervision_client.analyze_image(remote_image_url, remote_image_features)\n",
    "\n",
    "# Print results of color scheme\n",
    "print(\"Getting color scheme of the remote image: \")\n",
    "print(\"Is black and white: {}\".format(detect_color_results_remote.color.is_bw_img))\n",
    "print(\"Accent color: {}\".format(detect_color_results_remote.color.accent_color))\n",
    "print(\"Dominant background color: {}\".format(detect_color_results_remote.color.dominant_color_background))\n",
    "print(\"Dominant foreground color: {}\".format(detect_color_results_remote.color.dominant_color_foreground))\n",
    "print(\"Dominant colors: {}\".format(detect_color_results_remote.color.dominant_colors))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== Detect Domain-specific Content - remote =====\n",
      "Celebrities in the remote image:\n",
      "Bern Collaco\n"
     ]
    }
   ],
   "source": [
    "#获取特定于域的内容，计算机视觉可以使用专用模型对图像进行进一步分析。\n",
    "'''\n",
    "Detect Domain-specific Content - remote\n",
    "This example detects celebrites and landmarks in remote images.\n",
    "'''\n",
    "print(\"===== Detect Domain-specific Content - remote =====\")\n",
    "# URL of one or more celebrities\n",
    "remote_image_url_celebs = \"https://raw.githubusercontent.com/Azure-Samples/cognitive-services-sample-data-files/master/ComputerVision/Images/faces.jpg\"\n",
    "# Call API with content type (celebrities) and URL\n",
    "detect_domain_results_celebs_remote = computervision_client.analyze_image_by_domain(\"celebrities\", remote_image_url_celebs)\n",
    "\n",
    "# Print detection results with name\n",
    "print(\"Celebrities in the remote image:\")\n",
    "if len(detect_domain_results_celebs_remote.result[\"celebrities\"]) == 0:\n",
    "    print(\"No celebrities detected.\")\n",
    "else:\n",
    "    for celeb in detect_domain_results_celebs_remote.result[\"celebrities\"]:\n",
    "        print(celeb[\"name\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Landmarks in the remote image:\n",
      "No landmarks detected.\n"
     ]
    }
   ],
   "source": [
    "#以下代码分析了图像中检测到的地标的相关数据。\n",
    "# Call API with content type (landmarks) and URL\n",
    "detect_domain_results_landmarks = computervision_client.analyze_image_by_domain(\"landmarks\", remote_image_url)\n",
    "print()\n",
    "\n",
    "print(\"Landmarks in the remote image:\")\n",
    "if len(detect_domain_results_landmarks.result[\"landmarks\"]) == 0:\n",
    "    print(\"No landmarks detected.\")\n",
    "else:\n",
    "    for landmark in detect_domain_results_landmarks.result[\"landmarks\"]:\n",
    "        print(landmark[\"name\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===== Batch Read File - remote =====\n"
     ]
    }
   ],
   "source": [
    "# 读取印刷体文本和手写文本\n",
    "# 调用API\n",
    "'''\n",
    "Batch Read File, recognize handwritten text - remote\n",
    "This example will extract handwritten text in an image, then print results, line by line.\n",
    "This API call can also recognize handwriting (not shown).\n",
    "'''\n",
    "print(\"===== Batch Read File - remote =====\")\n",
    "# Get an image with handwritten text\n",
    "remote_image_handw_text_url = \"https://raw.githubusercontent.com/MicrosoftDocs/azure-docs/master/articles/cognitive-services/Computer-vision/Images/readsample.jpg\"\n",
    "\n",
    "# Call API with URL and raw response (allows you to get the operation location)\n",
    "recognize_handw_results = computervision_client.read(remote_image_handw_text_url,  raw=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The quick brown fox jumps\n",
      "[38.0, 650.0, 2572.0, 699.0, 2570.0, 854.0, 37.0, 815.0]\n",
      "over\n",
      "[184.0, 1053.0, 508.0, 1044.0, 510.0, 1123.0, 184.0, 1128.0]\n",
      "the lazy dog!\n",
      "[639.0, 1011.0, 1976.0, 1026.0, 1974.0, 1158.0, 637.0, 1141.0]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 读取结果\n",
    "# Get the operation location (URL with an ID at the end) from the response\n",
    "operation_location_remote = recognize_handw_results.headers[\"Operation-Location\"]\n",
    "# Grab the ID from the URL\n",
    "operation_id = operation_location_remote.split(\"/\")[-1]\n",
    "\n",
    "# Call the \"GET\" API and wait for it to retrieve the results \n",
    "while True:\n",
    "    get_handw_text_results = computervision_client.get_read_result(operation_id)\n",
    "    if get_handw_text_results.status not in ['notStarted', 'running']:\n",
    "        break\n",
    "    time.sleep(1)\n",
    "\n",
    "# Print the detected text, line by line\n",
    "if get_handw_text_results.status == OperationStatusCodes.succeeded:\n",
    "    for text_result in get_handw_text_results.analyze_result.read_results:\n",
    "        for line in text_result.lines:\n",
    "            print(line.text)\n",
    "            print(line.bounding_box)\n",
    "print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
